Dataset statistics
| Number of variables | 32 |
|---|---|
| Number of observations | 420000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 102.5 MiB |
| Average record size in memory | 256.0 B |
Variable types
| Numeric | 12 |
|---|---|
| Categorical | 20 |
Transaction Date and Time has a high cardinality: 418922 distinct values | High cardinality |
IP Address has a high cardinality: 419978 distinct values | High cardinality |
Transaction Date and Time is uniformly distributed | Uniform |
IP Address is uniformly distributed | Uniform |
Reproduction
| Analysis started | 2023-09-17 06:49:49.665957 |
|---|---|
| Analysis finished | 2023-09-17 06:51:32.475340 |
| Duration | 1 minute and 42.81 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
Transaction ID
Real number (ℝ)
| Distinct | 418987 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55097135 |
| Minimum | 10000207 |
|---|---|
| Maximum | 99999159 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 MiB |
Quantile statistics
| Minimum | 10000207 |
|---|---|
| 5-th percentile | 14599879 |
| Q1 | 32581946 |
| median | 55105330 |
| Q3 | 77647873 |
| 95-th percentile | 95536813 |
| Maximum | 99999159 |
| Range | 89998952 |
| Interquartile range (IQR) | 45065927 |
Descriptive statistics
| Standard deviation | 25983069 |
|---|---|
| Coefficient of variation (CV) | 0.47158658 |
| Kurtosis | -1.2019034 |
| Mean | 55097135 |
| Median Absolute Deviation (MAD) | 22532580 |
| Skewness | -0.0010541742 |
| Sum | 2.3140797 × 1013 |
| Variance | 6.7511988 × 1014 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 62078177 | 3 | < 0.1% |
| 84433422 | 3 | < 0.1% |
| 16396641 | 2 | < 0.1% |
| 90897318 | 2 | < 0.1% |
| 33275846 | 2 | < 0.1% |
| 43704038 | 2 | < 0.1% |
| 51892729 | 2 | < 0.1% |
| 25449421 | 2 | < 0.1% |
| 97694378 | 2 | < 0.1% |
| 92114231 | 2 | < 0.1% |
| Other values (418977) | 419978 |
| Value | Count | Frequency (%) |
| 10000207 | 1 | |
| 10000410 | 2 | |
| 10000719 | 1 | |
| 10000899 | 1 | |
| 10001295 | 1 | |
| 10001602 | 1 | |
| 10001966 | 1 | |
| 10002544 | 1 | |
| 10002588 | 1 | |
| 10002695 | 1 |
| Value | Count | Frequency (%) |
| 99999159 | 1 | |
| 99999102 | 1 | |
| 99998739 | 1 | |
| 99998562 | 1 | |
| 99998118 | 1 | |
| 99997961 | 1 | |
| 99997395 | 1 | |
| 99996775 | 1 | |
| 99996726 | 1 | |
| 99996677 | 1 |
User ID
Real number (ℝ)
| Distinct | 9000 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5503.342 |
| Minimum | 1000 |
|---|---|
| Maximum | 9999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 MiB |
Quantile statistics
| Minimum | 1000 |
|---|---|
| 5-th percentile | 1451 |
| Q1 | 3259 |
| median | 5499 |
| Q3 | 7757 |
| 95-th percentile | 9552 |
| Maximum | 9999 |
| Range | 8999 |
| Interquartile range (IQR) | 4498 |
Descriptive statistics
| Standard deviation | 2596.8187 |
|---|---|
| Coefficient of variation (CV) | 0.47186215 |
| Kurtosis | -1.1987761 |
| Mean | 5503.342 |
| Median Absolute Deviation (MAD) | 2249 |
| Skewness | -0.00031687606 |
| Sum | 2.3114036 × 109 |
| Variance | 6743467.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7509 | 73 | < 0.1% |
| 1847 | 73 | < 0.1% |
| 8637 | 73 | < 0.1% |
| 9988 | 72 | < 0.1% |
| 8546 | 70 | < 0.1% |
| 4990 | 70 | < 0.1% |
| 6635 | 70 | < 0.1% |
| 7643 | 69 | < 0.1% |
| 8244 | 69 | < 0.1% |
| 8822 | 68 | < 0.1% |
| Other values (8990) | 419293 |
| Value | Count | Frequency (%) |
| 1000 | 42 | |
| 1001 | 42 | |
| 1002 | 43 | |
| 1003 | 37 | |
| 1004 | 38 | |
| 1005 | 47 | |
| 1006 | 48 | |
| 1007 | 38 | |
| 1008 | 49 | |
| 1009 | 35 |
| Value | Count | Frequency (%) |
| 9999 | 55 | |
| 9998 | 43 | |
| 9997 | 55 | |
| 9996 | 44 | |
| 9995 | 39 | |
| 9994 | 52 | |
| 9993 | 50 | |
| 9992 | 35 | |
| 9991 | 55 | |
| 9990 | 47 |
Transaction Amount
Real number (ℝ)
| Distinct | 98469 |
|---|---|
| Distinct (%) | 23.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 500.29813 |
| Minimum | 1 |
|---|---|
| Maximum | 1000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 51.0195 |
| Q1 | 250.5575 |
| median | 499.78 |
| Q3 | 750.48 |
| 95-th percentile | 950.1 |
| Maximum | 1000 |
| Range | 999 |
| Interquartile range (IQR) | 499.9225 |
Descriptive statistics
| Standard deviation | 288.40668 |
|---|---|
| Coefficient of variation (CV) | 0.57646964 |
| Kurtosis | -1.2001058 |
| Mean | 500.29813 |
| Median Absolute Deviation (MAD) | 249.93 |
| Skewness | 0.0023964758 |
| Sum | 2.1012522 × 108 |
| Variance | 83178.415 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 548.85 | 16 | < 0.1% |
| 144.95 | 15 | < 0.1% |
| 839.52 | 15 | < 0.1% |
| 890.38 | 14 | < 0.1% |
| 861.6 | 14 | < 0.1% |
| 823.22 | 14 | < 0.1% |
| 477.1 | 14 | < 0.1% |
| 581.9 | 14 | < 0.1% |
| 419.38 | 14 | < 0.1% |
| 28.51 | 14 | < 0.1% |
| Other values (98459) | 419856 |
| Value | Count | Frequency (%) |
| 1 | 3 | < 0.1% |
| 1.01 | 8 | |
| 1.02 | 4 | |
| 1.03 | 2 | < 0.1% |
| 1.04 | 2 | < 0.1% |
| 1.05 | 3 | < 0.1% |
| 1.06 | 8 | |
| 1.07 | 5 | |
| 1.08 | 1 | < 0.1% |
| 1.09 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 1000 | 1 | < 0.1% |
| 999.99 | 6 | |
| 999.98 | 4 | |
| 999.97 | 7 | |
| 999.96 | 5 | |
| 999.95 | 4 | |
| 999.94 | 3 | |
| 999.93 | 3 | |
| 999.92 | 4 | |
| 999.91 | 5 |
Transaction Date and Time
Categorical
HIGH CARDINALITY  UNIFORM 
| Distinct | 418922 |
|---|---|
| Distinct (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 MiB |
| 2021-02-14 12:34:20 | 3 |
|---|---|
| 2021-03-08 00:01:30 | 3 |
| 2022-09-23 11:26:44 | 3 |
| 2021-05-20 13:59:41 | 3 |
| 2023-07-05 16:47:51 | 2 |
| Other values (418917) |
Length
| Max length | 19 |
|---|---|
| Median length | 19 |
| Mean length | 19 |
| Min length | 19 |
Characters and Unicode
| Total characters | 7980000 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 4 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 417848 ? |
|---|---|
| Unique (%) | 99.5% |
Sample
| 1st row | 2022-02-11 22:27:04 |
|---|---|
| 2nd row | 2021-08-24 20:56:18 |
| 3rd row | 2021-07-05 05:54:22 |
| 4th row | 2023-07-22 15:54:35 |
| 5th row | 2023-05-23 08:19:00 |
Common Values
| Value | Count | Frequency (%) |
| 2021-02-14 12:34:20 | 3 | < 0.1% |
| 2021-03-08 00:01:30 | 3 | < 0.1% |
| 2022-09-23 11:26:44 | 3 | < 0.1% |
| 2021-05-20 13:59:41 | 3 | < 0.1% |
| 2023-07-05 16:47:51 | 2 | < 0.1% |
| 2022-06-02 09:57:39 | 2 | < 0.1% |
| 2021-05-10 20:39:38 | 2 | < 0.1% |
| 2021-08-31 02:39:11 | 2 | < 0.1% |
| 2021-09-16 11:07:24 | 2 | < 0.1% |
| 2022-08-02 06:46:31 | 2 | < 0.1% |
| Other values (418912) | 419976 |
Length
| Value | Count | Frequency (%) |
| 2022-05-28 | 508 | 0.1% |
| 2021-11-06 | 504 | 0.1% |
| 2021-04-27 | 498 | 0.1% |
| 2021-11-08 | 496 | 0.1% |
| 2023-04-23 | 496 | 0.1% |
| 2022-05-15 | 495 | 0.1% |
| 2022-05-13 | 494 | 0.1% |
| 2021-03-24 | 494 | 0.1% |
| 2021-02-28 | 493 | 0.1% |
| 2021-03-03 | 493 | 0.1% |
| Other values (86654) | 835029 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 1593795 | |
| 0 | 1402608 | |
| 1 | 951011 | |
| - | 840000 | |
| : | 840000 | |
| 3 | 472419 | 5.9% |
| 420000 | 5.3% | |
| 5 | 342143 | 4.3% |
| 4 | 341609 | 4.3% |
| 7 | 201285 | 2.5% |
| Other values (3) | 575130 | 7.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 5880000 | |
| Dash Punctuation | 840000 | 10.5% |
| Other Punctuation | 840000 | 10.5% |
| Space Separator | 420000 | 5.3% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 1593795 | |
| 0 | 1402608 | |
| 1 | 951011 | |
| 3 | 472419 | 8.0% |
| 5 | 342143 | 5.8% |
| 4 | 341609 | 5.8% |
| 7 | 201285 | 3.4% |
| 6 | 200367 | 3.4% |
| 8 | 188994 | 3.2% |
| 9 | 185769 | 3.2% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 840000 |
Other Punctuation
| Value | Count | Frequency (%) |
| : | 840000 |
Space Separator
| Value | Count | Frequency (%) |
| 420000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 7980000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 1593795 | |
| 0 | 1402608 | |
| 1 | 951011 | |
| - | 840000 | |
| : | 840000 | |
| 3 | 472419 | 5.9% |
| 420000 | 5.3% | |
| 5 | 342143 | 4.3% |
| 4 | 341609 | 4.3% |
| 7 | 201285 | 2.5% |
| Other values (3) | 575130 | 7.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7980000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 1593795 | |
| 0 | 1402608 | |
| 1 | 951011 | |
| - | 840000 | |
| : | 840000 | |
| 3 | 472419 | 5.9% |
| 420000 | 5.3% | |
| 5 | 342143 | 4.3% |
| 4 | 341609 | 4.3% |
| 7 | 201285 | 2.5% |
| Other values (3) | 575130 | 7.2% |
Merchant ID
Real number (ℝ)
| Distinct | 9000 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5498.4712 |
| Minimum | 1000 |
|---|---|
| Maximum | 9999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 MiB |
Quantile statistics
| Minimum | 1000 |
|---|---|
| 5-th percentile | 1453 |
| Q1 | 3247 |
| median | 5494 |
| Q3 | 7747 |
| 95-th percentile | 9551 |
| Maximum | 9999 |
| Range | 8999 |
| Interquartile range (IQR) | 4500 |
Descriptive statistics
| Standard deviation | 2598.5643 |
|---|---|
| Coefficient of variation (CV) | 0.47259761 |
| Kurtosis | -1.2005428 |
| Mean | 5498.4712 |
| Median Absolute Deviation (MAD) | 2250 |
| Skewness | 0.0031254078 |
| Sum | 2.3093579 × 109 |
| Variance | 6752536.7 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7180 | 76 | < 0.1% |
| 9766 | 74 | < 0.1% |
| 5660 | 72 | < 0.1% |
| 2875 | 72 | < 0.1% |
| 9408 | 70 | < 0.1% |
| 4803 | 70 | < 0.1% |
| 9676 | 70 | < 0.1% |
| 9682 | 70 | < 0.1% |
| 2246 | 70 | < 0.1% |
| 1510 | 69 | < 0.1% |
| Other values (8990) | 419287 |
| Value | Count | Frequency (%) |
| 1000 | 48 | |
| 1001 | 49 | |
| 1002 | 57 | |
| 1003 | 51 | |
| 1004 | 47 | |
| 1005 | 46 | |
| 1006 | 55 | |
| 1007 | 38 | |
| 1008 | 44 | |
| 1009 | 41 |
| Value | Count | Frequency (%) |
| 9999 | 42 | |
| 9998 | 45 | |
| 9997 | 38 | |
| 9996 | 47 | |
| 9995 | 56 | |
| 9994 | 56 | |
| 9993 | 59 | |
| 9992 | 51 | |
| 9991 | 46 | |
| 9990 | 42 |
Payment Method
Categorical
| Distinct | 40 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 MiB |
| Money Order | 10672 |
|---|---|
| Cryptocurrency Wallet | 10661 |
| Amazon Pay | 10656 |
| E-check | 10655 |
| Neteller | 10653 |
| Other values (35) |
Length
| Max length | 21 |
|---|---|
| Median length | 13 |
| Mean length | 9.8061214 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4118571 |
|---|---|
| Distinct characters | 46 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Direct Debit |
|---|---|
| 2nd row | Payoneer |
| 3rd row | Check |
| 4th row | Discover |
| 5th row | Payoneer |
Common Values
| Value | Count | Frequency (%) |
| Money Order | 10672 | 2.5% |
| Cryptocurrency Wallet | 10661 | 2.5% |
| Amazon Pay | 10656 | 2.5% |
| E-check | 10655 | 2.5% |
| Neteller | 10653 | 2.5% |
| Google Wallet | 10610 | 2.5% |
| Alipay | 10609 | 2.5% |
| ACH Transfer | 10606 | 2.5% |
| Mobile Wallet | 10603 | 2.5% |
| Stripe | 10601 | 2.5% |
| Other values (30) | 313674 |
Length
| Value | Count | Frequency (%) |
| wallet | 31874 | 5.0% |
| pay | 31541 | 4.9% |
| transfer | 31385 | 4.9% |
| card | 31347 | 4.9% |
| debit | 20932 | 3.3% |
| cash | 20925 | 3.3% |
| payment | 20867 | 3.3% |
| order | 10672 | 1.7% |
| money | 10672 | 1.7% |
| cryptocurrency | 10661 | 1.7% |
| Other values (40) | 419834 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 462697 | 11.2% |
| a | 356377 | 8.7% |
| r | 346540 | 8.4% |
| t | 231175 | 5.6% |
| 220710 | 5.4% | |
| l | 200645 | 4.9% |
| n | 199603 | 4.8% |
| i | 178611 | 4.3% |
| s | 167708 | 4.1% |
| C | 167577 | 4.1% |
| Other values (36) | 1586928 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 3152513 | |
| Uppercase Letter | 724377 | 17.6% |
| Space Separator | 220710 | 5.4% |
| Dash Punctuation | 10655 | 0.3% |
| Decimal Number | 10316 | 0.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 462697 | |
| a | 356377 | |
| r | 346540 | |
| t | 231175 | 7.3% |
| l | 200645 | 6.4% |
| n | 199603 | 6.3% |
| i | 178611 | 5.7% |
| s | 167708 | 5.3% |
| o | 158142 | 5.0% |
| y | 136830 | 4.3% |
| Other values (14) | 714185 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 167577 | |
| P | 94133 | |
| W | 73708 | |
| A | 63355 | 8.7% |
| D | 52224 | 7.2% |
| M | 31713 | 4.4% |
| S | 31630 | 4.4% |
| E | 31604 | 4.4% |
| B | 31404 | 4.3% |
| T | 31385 | 4.3% |
| Other values (9) | 115644 |
Space Separator
| Value | Count | Frequency (%) |
| 220710 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 10655 |
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 10316 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3876890 | |
| Common | 241681 | 5.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 462697 | 11.9% |
| a | 356377 | 9.2% |
| r | 346540 | 8.9% |
| t | 231175 | 6.0% |
| l | 200645 | 5.2% |
| n | 199603 | 5.1% |
| i | 178611 | 4.6% |
| s | 167708 | 4.3% |
| C | 167577 | 4.3% |
| o | 158142 | 4.1% |
| Other values (33) | 1407815 |
Common
| Value | Count | Frequency (%) |
| 220710 | ||
| - | 10655 | 4.4% |
| 2 | 10316 | 4.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4118571 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 462697 | 11.2% |
| a | 356377 | 8.7% |
| r | 346540 | 8.4% |
| t | 231175 | 5.6% |
| 220710 | 5.4% | |
| l | 200645 | 4.9% |
| n | 199603 | 4.8% |
| i | 178611 | 4.3% |
| s | 167708 | 4.1% |
| C | 167577 | 4.1% |
| Other values (36) | 1586928 |
Country Code
Categorical
| Distinct | 40 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 MiB |
| QAT | 10721 |
|---|---|
| KOR | 10697 |
| GER | 10665 |
| IND | 10638 |
| IDN | 10628 |
| Other values (35) |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 2.9749071 |
| Min length | 2 |
Characters and Unicode
| Total characters | 1249461 |
|---|---|
| Distinct characters | 26 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | GRE |
|---|---|
| 2nd row | FRA |
| 3rd row | BRA |
| 4th row | RUS |
| 5th row | MEX |
Common Values
| Value | Count | Frequency (%) |
| QAT | 10721 | 2.6% |
| KOR | 10697 | 2.5% |
| GER | 10665 | 2.5% |
| IND | 10638 | 2.5% |
| IDN | 10628 | 2.5% |
| CHE | 10618 | 2.5% |
| EGY | 10604 | 2.5% |
| NGA | 10589 | 2.5% |
| BRA | 10585 | 2.5% |
| BEL | 10577 | 2.5% |
| Other values (30) | 313678 |
Length
| Value | Count | Frequency (%) |
| qat | 10721 | 2.6% |
| kor | 10697 | 2.5% |
| ger | 10665 | 2.5% |
| ind | 10638 | 2.5% |
| idn | 10628 | 2.5% |
| che | 10618 | 2.5% |
| egy | 10604 | 2.5% |
| nga | 10589 | 2.5% |
| bra | 10585 | 2.5% |
| bel | 10577 | 2.5% |
| Other values (30) | 313678 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 168064 | |
| R | 105422 | 8.4% |
| N | 104825 | 8.4% |
| E | 94438 | 7.6% |
| U | 83928 | 6.7% |
| S | 83485 | 6.7% |
| G | 73830 | 5.9% |
| T | 62932 | 5.0% |
| I | 52457 | 4.2% |
| L | 52320 | 4.2% |
| Other values (16) | 367760 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1249461 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 168064 | |
| R | 105422 | 8.4% |
| N | 104825 | 8.4% |
| E | 94438 | 7.6% |
| U | 83928 | 6.7% |
| S | 83485 | 6.7% |
| G | 73830 | 5.9% |
| T | 62932 | 5.0% |
| I | 52457 | 4.2% |
| L | 52320 | 4.2% |
| Other values (16) | 367760 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1249461 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 168064 | |
| R | 105422 | 8.4% |
| N | 104825 | 8.4% |
| E | 94438 | 7.6% |
| U | 83928 | 6.7% |
| S | 83485 | 6.7% |
| G | 73830 | 5.9% |
| T | 62932 | 5.0% |
| I | 52457 | 4.2% |
| L | 52320 | 4.2% |
| Other values (16) | 367760 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1249461 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 168064 | |
| R | 105422 | 8.4% |
| N | 104825 | 8.4% |
| E | 94438 | 7.6% |
| U | 83928 | 6.7% |
| S | 83485 | 6.7% |
| G | 73830 | 5.9% |
| T | 62932 | 5.0% |
| I | 52457 | 4.2% |
| L | 52320 | 4.2% |
| Other values (16) | 367760 |
Transaction Type
Categorical
| Distinct | 38 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 MiB |
| Refund | 21050 |
|---|---|
| Donation | 20895 |
| Scholarship | 10724 |
| Expense | 10654 |
| Auction | 10631 |
| Other values (33) |
Length
| Max length | 16 |
|---|---|
| Median length | 13 |
| Mean length | 8.0989786 |
| Min length | 3 |
Characters and Unicode
| Total characters | 3401571 |
|---|---|
| Distinct characters | 40 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Cashback |
|---|---|
| 2nd row | Fine |
| 3rd row | Rent |
| 4th row | Donation |
| 5th row | Acquisition |
Common Values
| Value | Count | Frequency (%) |
| Refund | 21050 | 5.0% |
| Donation | 20895 | 5.0% |
| Scholarship | 10724 | 2.6% |
| Expense | 10654 | 2.5% |
| Auction | 10631 | 2.5% |
| Gift | 10604 | 2.5% |
| Bonus | 10593 | 2.5% |
| Loan | 10578 | 2.5% |
| Reimbursement | 10577 | 2.5% |
| Transfer | 10572 | 2.5% |
| Other values (28) | 293122 |
Length
| Value | Count | Frequency (%) |
| refund | 21050 | 4.8% |
| donation | 20895 | 4.7% |
| scholarship | 10724 | 2.4% |
| expense | 10654 | 2.4% |
| auction | 10631 | 2.4% |
| gift | 10604 | 2.4% |
| bonus | 10593 | 2.4% |
| loan | 10578 | 2.4% |
| reimbursement | 10577 | 2.4% |
| transfer | 10572 | 2.4% |
| Other values (30) | 314063 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 367340 | 10.8% |
| n | 315031 | 9.3% |
| i | 283781 | 8.3% |
| t | 283320 | 8.3% |
| a | 230382 | 6.8% |
| o | 210039 | 6.2% |
| s | 179038 | 5.3% |
| r | 168082 | 4.9% |
| u | 115702 | 3.4% |
| c | 104817 | 3.1% |
| Other values (30) | 1144039 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 2939689 | |
| Uppercase Letter | 440941 | 13.0% |
| Space Separator | 20941 | 0.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 367340 | |
| n | 315031 | |
| i | 283781 | |
| t | 283320 | |
| a | 230382 | 7.8% |
| o | 210039 | 7.1% |
| s | 179038 | 6.1% |
| r | 168082 | 5.7% |
| u | 115702 | 3.9% |
| c | 104817 | 3.6% |
| Other values (14) | 682157 |
Uppercase Letter
| Value | Count | Frequency (%) |
| R | 94422 | |
| C | 52055 | |
| S | 42084 | |
| D | 41902 | |
| A | 31724 | 7.2% |
| P | 31435 | 7.1% |
| I | 31368 | 7.1% |
| T | 21066 | 4.8% |
| F | 21033 | 4.8% |
| B | 21025 | 4.8% |
| Other values (5) | 52827 |
Space Separator
| Value | Count | Frequency (%) |
| 20941 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3380630 | |
| Common | 20941 | 0.6% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 367340 | 10.9% |
| n | 315031 | 9.3% |
| i | 283781 | 8.4% |
| t | 283320 | 8.4% |
| a | 230382 | 6.8% |
| o | 210039 | 6.2% |
| s | 179038 | 5.3% |
| r | 168082 | 5.0% |
| u | 115702 | 3.4% |
| c | 104817 | 3.1% |
| Other values (29) | 1123098 |
Common
| Value | Count | Frequency (%) |
| 20941 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3401571 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 367340 | 10.8% |
| n | 315031 | 9.3% |
| i | 283781 | 8.3% |
| t | 283320 | 8.3% |
| a | 230382 | 6.8% |
| o | 210039 | 6.2% |
| s | 179038 | 5.3% |
| r | 168082 | 4.9% |
| u | 115702 | 3.4% |
| c | 104817 | 3.1% |
| Other values (30) | 1144039 |
Device Type
Categorical
| Distinct | 38 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 MiB |
| Smartphone | 11197 |
|---|---|
| Smart Appliance | 11187 |
| Smart Doorbell | 11179 |
| Drone | 11172 |
| Medical Device | 11158 |
| Other values (33) |
Length
| Max length | 27 |
|---|---|
| Median length | 21 |
| Mean length | 12.656757 |
| Min length | 3 |
Characters and Unicode
| Total characters | 5315838 |
|---|---|
| Distinct characters | 43 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Smart Speaker |
|---|---|
| 2nd row | Smart Lock |
| 3rd row | Smart TV |
| 4th row | Vending Machine |
| 5th row | Vending Machine |
Common Values
| Value | Count | Frequency (%) |
| Smartphone | 11197 | 2.7% |
| Smart Appliance | 11187 | 2.7% |
| Smart Doorbell | 11179 | 2.7% |
| Drone | 11172 | 2.7% |
| Medical Device | 11158 | 2.7% |
| Home Security System | 11150 | 2.7% |
| Industrial Controller | 11133 | 2.7% |
| IoT Device | 11123 | 2.6% |
| Embedded System | 11115 | 2.6% |
| Vending Machine | 11108 | 2.6% |
| Other values (28) | 308478 |
Length
| Value | Count | Frequency (%) |
| smart | 77361 | 10.1% |
| device | 44337 | 5.8% |
| system | 33204 | 4.4% |
| home | 22189 | 2.9% |
| reality | 21999 | 2.9% |
| kiosk | 21928 | 2.9% |
| smartphone | 11197 | 1.5% |
| appliance | 11187 | 1.5% |
| doorbell | 11179 | 1.5% |
| drone | 11172 | 1.5% |
| Other values (45) | 496827 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 630028 | 11.9% |
| a | 408746 | 7.7% |
| t | 386291 | 7.3% |
| r | 353868 | 6.7% |
| 342580 | 6.4% | |
| i | 287399 | 5.4% |
| o | 287255 | 5.4% |
| m | 243224 | 4.6% |
| n | 210336 | 4.0% |
| l | 210321 | 4.0% |
| Other values (33) | 1955790 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 4078246 | |
| Uppercase Letter | 873028 | 16.4% |
| Space Separator | 342580 | 6.4% |
| Dash Punctuation | 21984 | 0.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 630028 | |
| a | 408746 | |
| t | 386291 | |
| r | 353868 | |
| i | 287399 | 7.0% |
| o | 287255 | 7.0% |
| m | 243224 | 6.0% |
| n | 210336 | 5.2% |
| l | 210321 | 5.2% |
| s | 187610 | 4.6% |
| Other values (12) | 873168 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 209966 | |
| D | 88798 | |
| T | 77421 | 8.9% |
| M | 55323 | 6.3% |
| C | 55214 | 6.3% |
| R | 54971 | 6.3% |
| A | 44264 | 5.1% |
| H | 44200 | 5.1% |
| V | 44086 | 5.0% |
| I | 33195 | 3.8% |
| Other values (9) | 165590 |
Space Separator
| Value | Count | Frequency (%) |
| 342580 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 21984 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 4951274 | |
| Common | 364564 | 6.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 630028 | 12.7% |
| a | 408746 | 8.3% |
| t | 386291 | 7.8% |
| r | 353868 | 7.1% |
| i | 287399 | 5.8% |
| o | 287255 | 5.8% |
| m | 243224 | 4.9% |
| n | 210336 | 4.2% |
| l | 210321 | 4.2% |
| S | 209966 | 4.2% |
| Other values (31) | 1723840 |
Common
| Value | Count | Frequency (%) |
| 342580 | ||
| - | 21984 | 6.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5315838 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 630028 | 11.9% |
| a | 408746 | 7.7% |
| t | 386291 | 7.3% |
| r | 353868 | 6.7% |
| 342580 | 6.4% | |
| i | 287399 | 5.4% |
| o | 287255 | 5.4% |
| m | 243224 | 4.6% |
| n | 210336 | 4.0% |
| l | 210321 | 4.0% |
| Other values (33) | 1955790 |
IP Address
Categorical
HIGH CARDINALITY  UNIFORM 
| Distinct | 419978 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 MiB |
| 36.53.163.11 | 2 |
|---|---|
| 243.56.224.92 | 2 |
| 106.36.177.224 | 2 |
| 218.183.138.230 | 2 |
| 86.23.35.147 | 2 |
| Other values (419973) |
Length
| Max length | 15 |
|---|---|
| Median length | 14 |
| Mean length | 13.281226 |
| Min length | 8 |
Characters and Unicode
| Total characters | 5578115 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 419956 ? |
|---|---|
| Unique (%) | > 99.9% |
Sample
| 1st row | 157.37.179.160 |
|---|---|
| 2nd row | 117.13.255.141 |
| 3rd row | 153.107.127.180 |
| 4th row | 150.126.162.162 |
| 5th row | 113.171.168.73 |
Common Values
| Value | Count | Frequency (%) |
| 36.53.163.11 | 2 | < 0.1% |
| 243.56.224.92 | 2 | < 0.1% |
| 106.36.177.224 | 2 | < 0.1% |
| 218.183.138.230 | 2 | < 0.1% |
| 86.23.35.147 | 2 | < 0.1% |
| 166.191.113.203 | 2 | < 0.1% |
| 240.109.124.195 | 2 | < 0.1% |
| 11.19.43.3 | 2 | < 0.1% |
| 228.65.193.248 | 2 | < 0.1% |
| 132.220.114.129 | 2 | < 0.1% |
| Other values (419968) | 419980 |
Length
| Value | Count | Frequency (%) |
| 36.53.163.11 | 2 | < 0.1% |
| 82.235.222.236 | 2 | < 0.1% |
| 243.56.224.92 | 2 | < 0.1% |
| 109.102.208.73 | 2 | < 0.1% |
| 21.142.18.46 | 2 | < 0.1% |
| 113.194.136.139 | 2 | < 0.1% |
| 7.21.188.35 | 2 | < 0.1% |
| 187.135.194.30 | 2 | < 0.1% |
| 235.9.31.124 | 2 | < 0.1% |
| 0.198.207.78 | 2 | < 0.1% |
| Other values (419968) | 419980 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 1260000 | |
| 1 | 1023111 | |
| 2 | 735535 | |
| 4 | 368022 | 6.6% |
| 3 | 367701 | 6.6% |
| 5 | 341690 | 6.1% |
| 0 | 302566 | 5.4% |
| 9 | 294982 | 5.3% |
| 7 | 294957 | 5.3% |
| 6 | 294868 | 5.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4318115 | |
| Other Punctuation | 1260000 | 22.6% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 1023111 | |
| 2 | 735535 | |
| 4 | 368022 | 8.5% |
| 3 | 367701 | 8.5% |
| 5 | 341690 | 7.9% |
| 0 | 302566 | 7.0% |
| 9 | 294982 | 6.8% |
| 7 | 294957 | 6.8% |
| 6 | 294868 | 6.8% |
| 8 | 294683 | 6.8% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1260000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5578115 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 1260000 | |
| 1 | 1023111 | |
| 2 | 735535 | |
| 4 | 368022 | 6.6% |
| 3 | 367701 | 6.6% |
| 5 | 341690 | 6.1% |
| 0 | 302566 | 5.4% |
| 9 | 294982 | 5.3% |
| 7 | 294957 | 5.3% |
| 6 | 294868 | 5.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5578115 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 1260000 | |
| 1 | 1023111 | |
| 2 | 735535 | |
| 4 | 368022 | 6.6% |
| 3 | 367701 | 6.6% |
| 5 | 341690 | 6.1% |
| 0 | 302566 | 5.4% |
| 9 | 294982 | 5.3% |
| 7 | 294957 | 5.3% |
| 6 | 294868 | 5.3% |
Browser Type
Categorical
| Distinct | 39 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 MiB |
| Qutebrowser | 21099 |
|---|---|
| Tor Browser | 10692 |
| Links | 10667 |
| NetSurf | 10599 |
| Slimjet | 10589 |
| Other values (34) |
Length
| Max length | 17 |
|---|---|
| Median length | 11 |
| Mean length | 7.5758952 |
| Min length | 3 |
Characters and Unicode
| Total characters | 3181876 |
|---|---|
| Distinct characters | 46 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Browsh |
|---|---|
| 2nd row | Firefox |
| 3rd row | Otter Browser |
| 4th row | Falkon |
| 5th row | Tor Browser |
Common Values
| Value | Count | Frequency (%) |
| Qutebrowser | 21099 | 5.0% |
| Tor Browser | 10692 | 2.5% |
| Links | 10667 | 2.5% |
| NetSurf | 10599 | 2.5% |
| Slimjet | 10589 | 2.5% |
| Firefox | 10583 | 2.5% |
| Midori | 10580 | 2.5% |
| Epiphany | 10578 | 2.5% |
| Silk | 10571 | 2.5% |
| Internet Explorer | 10566 | 2.5% |
| Other values (29) | 303476 |
Length
| Value | Count | Frequency (%) |
| browser | 42235 | 8.4% |
| qutebrowser | 21099 | 4.2% |
| internet | 20866 | 4.1% |
| tor | 10692 | 2.1% |
| links | 10667 | 2.1% |
| netsurf | 10599 | 2.1% |
| slimjet | 10589 | 2.1% |
| firefox | 10583 | 2.1% |
| midori | 10580 | 2.1% |
| epiphany | 10578 | 2.1% |
| Other values (33) | 345426 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 378794 | 11.9% |
| e | 315009 | 9.9% |
| o | 252517 | 7.9% |
| a | 177675 | 5.6% |
| n | 177638 | 5.6% |
| i | 168446 | 5.3% |
| t | 136690 | 4.3% |
| s | 126337 | 4.0% |
| S | 94249 | 3.0% |
| w | 84255 | 2.6% |
| Other values (36) | 1270266 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 2510316 | |
| Uppercase Letter | 577121 | 18.1% |
| Space Separator | 83914 | 2.6% |
| Decimal Number | 10525 | 0.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 378794 | |
| e | 315009 | |
| o | 252517 | |
| a | 177675 | 7.1% |
| n | 177638 | 7.1% |
| i | 168446 | 6.7% |
| t | 136690 | 5.4% |
| s | 126337 | 5.0% |
| w | 84255 | 3.4% |
| u | 84013 | 3.3% |
| Other values (14) | 608942 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 94249 | |
| B | 84099 | |
| M | 62905 | |
| E | 42117 | 7.3% |
| C | 31538 | 5.5% |
| L | 31421 | 5.4% |
| W | 31381 | 5.4% |
| I | 31255 | 5.4% |
| Q | 21099 | 3.7% |
| O | 21080 | 3.7% |
| Other values (10) | 125977 |
Space Separator
| Value | Count | Frequency (%) |
| 83914 |
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 10525 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3087437 | |
| Common | 94439 | 3.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 378794 | 12.3% |
| e | 315009 | 10.2% |
| o | 252517 | 8.2% |
| a | 177675 | 5.8% |
| n | 177638 | 5.8% |
| i | 168446 | 5.5% |
| t | 136690 | 4.4% |
| s | 126337 | 4.1% |
| S | 94249 | 3.1% |
| w | 84255 | 2.7% |
| Other values (34) | 1175827 |
Common
| Value | Count | Frequency (%) |
| 83914 | ||
| 3 | 10525 | 11.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3181876 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 378794 | 11.9% |
| e | 315009 | 9.9% |
| o | 252517 | 7.9% |
| a | 177675 | 5.6% |
| n | 177638 | 5.6% |
| i | 168446 | 5.3% |
| t | 136690 | 4.3% |
| s | 126337 | 4.0% |
| S | 94249 | 3.0% |
| w | 84255 | 2.6% |
| Other values (36) | 1270266 |
Operating System
Categorical
| Distinct | 40 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 MiB |
| Android Wear | 10668 |
|---|---|
| Ubuntu | 10659 |
| iOS | 10645 |
| HarmonyOS | 10627 |
| Debian | 10624 |
| Other values (35) |
Length
| Max length | 24 |
|---|---|
| Median length | 11 |
| Mean length | 7.8728905 |
| Min length | 3 |
Characters and Unicode
| Total characters | 3306614 |
|---|---|
| Distinct characters | 48 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | macOS |
|---|---|
| 2nd row | openSUSE |
| 3rd row | Windows CE |
| 4th row | Debian |
| 5th row | AIX |
Common Values
| Value | Count | Frequency (%) |
| Android Wear | 10668 | 2.5% |
| Ubuntu | 10659 | 2.5% |
| iOS | 10645 | 2.5% |
| HarmonyOS | 10627 | 2.5% |
| Debian | 10624 | 2.5% |
| QNX | 10612 | 2.5% |
| Linux | 10599 | 2.5% |
| macOS Server | 10595 | 2.5% |
| Firefox OS | 10591 | 2.5% |
| Red Hat Enterprise Linux | 10583 | 2.5% |
| Other values (30) | 313797 |
Length
| Value | Count | Frequency (%) |
| os | 52308 | 8.9% |
| windows | 41616 | 7.1% |
| android | 31651 | 5.4% |
| linux | 31590 | 5.4% |
| macos | 21165 | 3.6% |
| server | 20986 | 3.6% |
| wear | 10668 | 1.8% |
| ubuntu | 10659 | 1.8% |
| ios | 10645 | 1.8% |
| harmonyos | 10627 | 1.8% |
| Other values (33) | 345918 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 241402 | 7.3% |
| e | 241369 | 7.3% |
| n | 220906 | 6.7% |
| S | 220404 | 6.7% |
| r | 210254 | 6.4% |
| o | 209331 | 6.3% |
| a | 178875 | 5.4% |
| 167833 | 5.1% | |
| O | 136504 | 4.1% |
| d | 125887 | 3.8% |
| Other values (38) | 1353849 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 2193876 | |
| Uppercase Letter | 934383 | |
| Space Separator | 167833 | 5.1% |
| Dash Punctuation | 10522 | 0.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 241402 | |
| e | 241369 | |
| n | 220906 | |
| r | 210254 | 9.6% |
| o | 209331 | 9.5% |
| a | 178875 | 8.2% |
| d | 125887 | 5.7% |
| s | 83592 | 3.8% |
| m | 73740 | 3.4% |
| t | 73570 | 3.4% |
| Other values (13) | 534950 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 220404 | |
| O | 136504 | |
| A | 52444 | 5.6% |
| W | 52284 | 5.6% |
| U | 42223 | 4.5% |
| X | 41949 | 4.5% |
| C | 41799 | 4.5% |
| H | 31732 | 3.4% |
| L | 31590 | 3.4% |
| E | 31583 | 3.4% |
| Other values (13) | 251871 |
Space Separator
| Value | Count | Frequency (%) |
| 167833 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 10522 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3128259 | |
| Common | 178355 | 5.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 241402 | 7.7% |
| e | 241369 | 7.7% |
| n | 220906 | 7.1% |
| S | 220404 | 7.0% |
| r | 210254 | 6.7% |
| o | 209331 | 6.7% |
| a | 178875 | 5.7% |
| O | 136504 | 4.4% |
| d | 125887 | 4.0% |
| s | 83592 | 2.7% |
| Other values (36) | 1259735 |
Common
| Value | Count | Frequency (%) |
| 167833 | ||
| - | 10522 | 5.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3306614 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 241402 | 7.3% |
| e | 241369 | 7.3% |
| n | 220906 | 6.7% |
| S | 220404 | 6.7% |
| r | 210254 | 6.4% |
| o | 209331 | 6.3% |
| a | 178875 | 5.4% |
| 167833 | 5.1% | |
| O | 136504 | 4.1% |
| d | 125887 | 3.8% |
| Other values (38) | 1353849 |
Merchant Category
Categorical
| Distinct | 40 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 MiB |
| Industrial & Scientific | 10687 |
|---|---|
| Appliances | 10663 |
| Farm & Agriculture | 10635 |
| Pets & Animals | 10631 |
| Financial Services | 10621 |
| Other values (35) |
Length
| Max length | 23 |
|---|---|
| Median length | 17 |
| Mean length | 14.851748 |
| Min length | 7 |
Characters and Unicode
| Total characters | 6237734 |
|---|---|
| Distinct characters | 45 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Fitness & Nutrition |
|---|---|
| 2nd row | Jewelry |
| 3rd row | Furniture |
| 4th row | Electronics Repair |
| 5th row | Wedding & Bridal |
Common Values
| Value | Count | Frequency (%) |
| Industrial & Scientific | 10687 | 2.5% |
| Appliances | 10663 | 2.5% |
| Farm & Agriculture | 10635 | 2.5% |
| Pets & Animals | 10631 | 2.5% |
| Financial Services | 10621 | 2.5% |
| Wedding & Bridal | 10611 | 2.5% |
| Home & Garden | 10609 | 2.5% |
| Sports & Outdoors | 10584 | 2.5% |
| Baby & Maternity | 10583 | 2.5% |
| Charity & Nonprofit | 10576 | 2.5% |
| Other values (30) | 313800 |
Length
| Value | Count | Frequency (%) |
| 210725 | 22.3% | |
| services | 31370 | 3.3% |
| home | 21137 | 2.2% |
| electronics | 20913 | 2.2% |
| industrial | 10687 | 1.1% |
| scientific | 10687 | 1.1% |
| appliances | 10663 | 1.1% |
| agriculture | 10635 | 1.1% |
| farm | 10635 | 1.1% |
| animals | 10631 | 1.1% |
| Other values (57) | 597702 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 587030 | 9.4% |
| 525785 | 8.4% | |
| i | 462448 | 7.4% |
| t | 451301 | 7.2% |
| r | 388786 | 6.2% |
| s | 357090 | 5.7% |
| n | 347317 | 5.6% |
| o | 335493 | 5.4% |
| a | 304860 | 4.9% |
| l | 262008 | 4.2% |
| Other values (35) | 2215616 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 4766164 | |
| Uppercase Letter | 735060 | 11.8% |
| Space Separator | 525785 | 8.4% |
| Other Punctuation | 210725 | 3.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 587030 | |
| i | 462448 | |
| t | 451301 | |
| r | 388786 | 8.2% |
| s | 357090 | 7.5% |
| n | 347317 | 7.3% |
| o | 335493 | 7.0% |
| a | 304860 | 6.4% |
| l | 262008 | 5.5% |
| c | 220093 | 4.6% |
| Other values (14) | 1049738 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 104696 | |
| A | 63235 | 8.6% |
| B | 62819 | 8.5% |
| F | 52857 | 7.2% |
| E | 52496 | 7.1% |
| C | 52149 | 7.1% |
| H | 42195 | 5.7% |
| G | 42086 | 5.7% |
| T | 42062 | 5.7% |
| I | 31721 | 4.3% |
| Other values (9) | 188744 |
Space Separator
| Value | Count | Frequency (%) |
| 525785 |
Other Punctuation
| Value | Count | Frequency (%) |
| & | 210725 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 5501224 | |
| Common | 736510 | 11.8% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 587030 | 10.7% |
| i | 462448 | 8.4% |
| t | 451301 | 8.2% |
| r | 388786 | 7.1% |
| s | 357090 | 6.5% |
| n | 347317 | 6.3% |
| o | 335493 | 6.1% |
| a | 304860 | 5.5% |
| l | 262008 | 4.8% |
| c | 220093 | 4.0% |
| Other values (33) | 1784798 |
Common
| Value | Count | Frequency (%) |
| 525785 | ||
| & | 210725 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6237734 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 587030 | 9.4% |
| 525785 | 8.4% | |
| i | 462448 | 7.4% |
| t | 451301 | 7.2% |
| r | 388786 | 6.2% |
| s | 357090 | 5.7% |
| n | 347317 | 5.6% |
| o | 335493 | 5.4% |
| a | 304860 | 4.9% |
| l | 262008 | 4.2% |
| Other values (35) | 2215616 |
User Age
Real number (ℝ)
| Distinct | 63 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49.011221 |
| Minimum | 18 |
|---|---|
| Maximum | 80 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 MiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 21 |
| Q1 | 33 |
| median | 49 |
| Q3 | 65 |
| 95-th percentile | 77 |
| Maximum | 80 |
| Range | 62 |
| Interquartile range (IQR) | 32 |
Descriptive statistics
| Standard deviation | 18.186066 |
|---|---|
| Coefficient of variation (CV) | 0.37105922 |
| Kurtosis | -1.2020499 |
| Mean | 49.011221 |
| Median Absolute Deviation (MAD) | 16 |
| Skewness | -0.0018995806 |
| Sum | 20584713 |
| Variance | 330.73298 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 59 | 6840 | 1.6% |
| 72 | 6834 | 1.6% |
| 70 | 6820 | 1.6% |
| 54 | 6796 | 1.6% |
| 27 | 6787 | 1.6% |
| 51 | 6772 | 1.6% |
| 46 | 6771 | 1.6% |
| 21 | 6754 | 1.6% |
| 74 | 6749 | 1.6% |
| 42 | 6744 | 1.6% |
| Other values (53) | 352133 |
| Value | Count | Frequency (%) |
| 18 | 6707 | |
| 19 | 6599 | |
| 20 | 6624 | |
| 21 | 6754 | |
| 22 | 6671 | |
| 23 | 6653 | |
| 24 | 6684 | |
| 25 | 6624 | |
| 26 | 6648 | |
| 27 | 6787 |
| Value | Count | Frequency (%) |
| 80 | 6631 | |
| 79 | 6704 | |
| 78 | 6472 | |
| 77 | 6619 | |
| 76 | 6657 | |
| 75 | 6728 | |
| 74 | 6749 | |
| 73 | 6648 | |
| 72 | 6834 | |
| 71 | 6715 |
User Occupation
Categorical
| Distinct | 26 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 MiB |
| Firefighter | 16497 |
|---|---|
| Engineer | 16359 |
| Physicist | 16276 |
| Geologist | 16258 |
| Software Developer | 16243 |
| Other values (21) |
Length
| Max length | 18 |
|---|---|
| Median length | 13 |
| Mean length | 9.2724881 |
| Min length | 4 |
Characters and Unicode
| Total characters | 3894445 |
|---|---|
| Distinct characters | 36 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Police Officer |
|---|---|
| 2nd row | Doctor |
| 3rd row | Electrician |
| 4th row | Chef |
| 5th row | Engineer |
Common Values
| Value | Count | Frequency (%) |
| Firefighter | 16497 | 3.9% |
| Engineer | 16359 | 3.9% |
| Physicist | 16276 | 3.9% |
| Geologist | 16258 | 3.9% |
| Software Developer | 16243 | 3.9% |
| Teacher | 16227 | 3.9% |
| Event Planner | 16208 | 3.9% |
| Chef | 16203 | 3.9% |
| Plumber | 16180 | 3.9% |
| Salesperson | 16180 | 3.9% |
| Other values (16) | 257369 |
Length
| Value | Count | Frequency (%) |
| firefighter | 16497 | 3.4% |
| engineer | 16359 | 3.4% |
| physicist | 16276 | 3.4% |
| geologist | 16258 | 3.4% |
| software | 16243 | 3.4% |
| developer | 16243 | 3.4% |
| teacher | 16227 | 3.3% |
| event | 16208 | 3.3% |
| planner | 16208 | 3.3% |
| chef | 16203 | 3.3% |
| Other values (20) | 321828 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 517656 | |
| r | 355718 | 9.1% |
| i | 323604 | 8.3% |
| t | 290837 | 7.5% |
| o | 258145 | 6.6% |
| n | 210133 | 5.4% |
| s | 209925 | 5.4% |
| c | 209375 | 5.4% |
| a | 193742 | 5.0% |
| l | 161403 | 4.1% |
| Other values (26) | 1163907 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 3345345 | |
| Uppercase Letter | 484550 | 12.4% |
| Space Separator | 64550 | 1.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 517656 | |
| r | 355718 | |
| i | 323604 | |
| t | 290837 | |
| o | 258145 | |
| n | 210133 | 6.3% |
| s | 209925 | 6.3% |
| c | 209375 | 6.3% |
| a | 193742 | 5.8% |
| l | 161403 | 4.8% |
| Other values (10) | 614807 |
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 80657 | |
| E | 48718 | |
| S | 48558 | |
| D | 48483 | |
| C | 48341 | |
| A | 48223 | |
| F | 32580 | |
| G | 16258 | 3.4% |
| T | 16227 | 3.3% |
| B | 16175 | 3.3% |
| Other values (5) | 80330 |
Space Separator
| Value | Count | Frequency (%) |
| 64550 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3829895 | |
| Common | 64550 | 1.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 517656 | |
| r | 355718 | 9.3% |
| i | 323604 | 8.4% |
| t | 290837 | 7.6% |
| o | 258145 | 6.7% |
| n | 210133 | 5.5% |
| s | 209925 | 5.5% |
| c | 209375 | 5.5% |
| a | 193742 | 5.1% |
| l | 161403 | 4.2% |
| Other values (25) | 1099357 |
Common
| Value | Count | Frequency (%) |
| 64550 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3894445 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 517656 | |
| r | 355718 | 9.1% |
| i | 323604 | 8.3% |
| t | 290837 | 7.5% |
| o | 258145 | 6.6% |
| n | 210133 | 5.4% |
| s | 209925 | 5.4% |
| c | 209375 | 5.4% |
| a | 193742 | 5.0% |
| l | 161403 | 4.1% |
| Other values (26) | 1163907 |
User Income
Real number (ℝ)
| Distinct | 411300 |
|---|---|
| Distinct (%) | 97.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50460.594 |
| Minimum | 1000.25 |
|---|---|
| Maximum | 99999.96 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 MiB |
Quantile statistics
| Minimum | 1000.25 |
|---|---|
| 5-th percentile | 5870.8625 |
| Q1 | 25653.862 |
| median | 50498.245 |
| Q3 | 75217.688 |
| 95-th percentile | 95009.133 |
| Maximum | 99999.96 |
| Range | 98999.71 |
| Interquartile range (IQR) | 49563.825 |
Descriptive statistics
| Standard deviation | 28609.041 |
|---|---|
| Coefficient of variation (CV) | 0.56695806 |
| Kurtosis | -1.201963 |
| Mean | 50460.594 |
| Median Absolute Deviation (MAD) | 24780.995 |
| Skewness | -0.0008193249 |
| Sum | 2.1193449 × 1010 |
| Variance | 8.1847721 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10307.72 | 3 | < 0.1% |
| 80491.25 | 3 | < 0.1% |
| 12416.25 | 3 | < 0.1% |
| 17064.27 | 3 | < 0.1% |
| 64068.08 | 3 | < 0.1% |
| 39960.96 | 3 | < 0.1% |
| 86583.02 | 3 | < 0.1% |
| 42333.98 | 3 | < 0.1% |
| 98836.21 | 3 | < 0.1% |
| 75415.17 | 3 | < 0.1% |
| Other values (411290) | 419970 |
| Value | Count | Frequency (%) |
| 1000.25 | 1 | |
| 1000.62 | 1 | |
| 1001.1 | 1 | |
| 1001.66 | 1 | |
| 1001.69 | 1 | |
| 1001.74 | 1 | |
| 1002.11 | 1 | |
| 1002.15 | 1 | |
| 1002.79 | 2 | |
| 1002.86 | 1 |
| Value | Count | Frequency (%) |
| 99999.96 | 1 | |
| 99999.74 | 1 | |
| 99999.62 | 1 | |
| 99999.61 | 1 | |
| 99999.46 | 1 | |
| 99999.35 | 1 | |
| 99998.71 | 1 | |
| 99998.65 | 1 | |
| 99998.64 | 1 | |
| 99998.56 | 1 |
User Gender
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 MiB |
| Genderqueer | |
|---|---|
| Male | |
| Non-Binary | |
| Agender | |
| Other | |
| Other values (2) |
Length
| Max length | 17 |
|---|---|
| Median length | 7 |
| Mean length | 8.5703833 |
| Min length | 4 |
Characters and Unicode
| Total characters | 3599561 |
|---|---|
| Distinct characters | 27 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Non-Binary |
| 3rd row | Female |
| 4th row | Female |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Genderqueer | 60259 | |
| Male | 60187 | |
| Non-Binary | 60112 | |
| Agender | 60101 | |
| Other | 59918 | |
| Prefer Not to Say | 59819 | |
| Female | 59604 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| genderqueer | 60259 | |
| male | 60187 | |
| non-binary | 60112 | |
| agender | 60101 | |
| other | 59918 | |
| prefer | 59819 | |
| not | 59819 | |
| to | 59819 | |
| say | 59819 | |
| female | 59604 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 720189 | |
| r | 420287 | 11.7% |
| n | 240584 | 6.7% |
| a | 239722 | 6.7% |
| o | 179750 | 5.0% |
| t | 179556 | 5.0% |
| 179457 | 5.0% | |
| d | 120360 | 3.3% |
| y | 119931 | 3.3% |
| N | 119931 | 3.3% |
| Other values (17) | 1079794 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 2760242 | |
| Uppercase Letter | 599750 | 16.7% |
| Space Separator | 179457 | 5.0% |
| Dash Punctuation | 60112 | 1.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 720189 | |
| r | 420287 | |
| n | 240584 | 8.7% |
| a | 239722 | 8.7% |
| o | 179750 | 6.5% |
| t | 179556 | 6.5% |
| d | 120360 | 4.4% |
| y | 119931 | 4.3% |
| l | 119791 | 4.3% |
| q | 60259 | 2.2% |
| Other values (6) | 359813 |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 119931 | |
| G | 60259 | |
| M | 60187 | |
| B | 60112 | |
| A | 60101 | |
| O | 59918 | |
| P | 59819 | |
| S | 59819 | |
| F | 59604 |
Space Separator
| Value | Count | Frequency (%) |
| 179457 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 60112 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3359992 | |
| Common | 239569 | 6.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 720189 | |
| r | 420287 | |
| n | 240584 | 7.2% |
| a | 239722 | 7.1% |
| o | 179750 | 5.3% |
| t | 179556 | 5.3% |
| d | 120360 | 3.6% |
| y | 119931 | 3.6% |
| N | 119931 | 3.6% |
| l | 119791 | 3.6% |
| Other values (15) | 899891 |
Common
| Value | Count | Frequency (%) |
| 179457 | ||
| - | 60112 | 25.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3599561 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 720189 | |
| r | 420287 | 11.7% |
| n | 240584 | 6.7% |
| a | 239722 | 6.7% |
| o | 179750 | 5.0% |
| t | 179556 | 5.0% |
| 179457 | 5.0% | |
| d | 120360 | 3.3% |
| y | 119931 | 3.3% |
| N | 119931 | 3.3% |
| Other values (17) | 1079794 |
User Account Status
Categorical
| Distinct | 18 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 MiB |
| Trial | 23633 |
|---|---|
| VIP | 23609 |
| Inactive | 23473 |
| Premium | 23441 |
| Suspended | 23438 |
| Other values (13) |
Length
| Max length | 16 |
|---|---|
| Median length | 9 |
| Mean length | 6.7756619 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2845778 |
|---|---|
| Distinct characters | 35 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Standard |
|---|---|
| 2nd row | Free |
| 3rd row | Member |
| 4th row | Member |
| 5th row | Inactive |
Common Values
| Value | Count | Frequency (%) |
| Trial | 23633 | 5.6% |
| VIP | 23609 | 5.6% |
| Inactive | 23473 | 5.6% |
| Premium | 23441 | 5.6% |
| Suspended | 23438 | 5.6% |
| Limited | 23427 | 5.6% |
| Standard | 23414 | 5.6% |
| Member | 23367 | 5.6% |
| Pending Approval | 23346 | 5.6% |
| Pro | 23345 | 5.6% |
| Other values (8) | 185507 |
Length
| Value | Count | Frequency (%) |
| trial | 23633 | 5.3% |
| vip | 23609 | 5.3% |
| inactive | 23473 | 5.3% |
| premium | 23441 | 5.3% |
| suspended | 23438 | 5.3% |
| limited | 23427 | 5.3% |
| standard | 23414 | 5.3% |
| member | 23367 | 5.3% |
| approval | 23346 | 5.3% |
| pending | 23346 | 5.3% |
| Other values (9) | 208852 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 419071 | |
| i | 302493 | 10.6% |
| r | 209968 | 7.4% |
| d | 209906 | 7.4% |
| n | 163454 | 5.7% |
| t | 139968 | 4.9% |
| a | 117280 | 4.1% |
| P | 93741 | 3.3% |
| m | 93676 | 3.3% |
| v | 93329 | 3.3% |
| Other values (25) | 1002892 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 2331868 | |
| Uppercase Letter | 490564 | 17.2% |
| Space Separator | 23346 | 0.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 419071 | |
| i | 302493 | |
| r | 209968 | |
| d | 209906 | |
| n | 163454 | 7.0% |
| t | 139968 | 6.0% |
| a | 117280 | 5.0% |
| m | 93676 | 4.0% |
| v | 93329 | 4.0% |
| s | 93189 | 4.0% |
| Other values (10) | 489534 |
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 93741 | |
| I | 47082 | |
| S | 46852 | |
| A | 46574 | |
| V | 46431 | |
| T | 23633 | 4.8% |
| L | 23427 | 4.8% |
| M | 23367 | 4.8% |
| C | 23325 | 4.8% |
| F | 23318 | 4.8% |
| Other values (4) | 92814 |
Space Separator
| Value | Count | Frequency (%) |
| 23346 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2822432 | |
| Common | 23346 | 0.8% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 419071 | |
| i | 302493 | 10.7% |
| r | 209968 | 7.4% |
| d | 209906 | 7.4% |
| n | 163454 | 5.8% |
| t | 139968 | 5.0% |
| a | 117280 | 4.2% |
| P | 93741 | 3.3% |
| m | 93676 | 3.3% |
| v | 93329 | 3.3% |
| Other values (24) | 979546 |
Common
| Value | Count | Frequency (%) |
| 23346 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2845778 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 419071 | |
| i | 302493 | 10.6% |
| r | 209968 | 7.4% |
| d | 209906 | 7.4% |
| n | 163454 | 5.7% |
| t | 139968 | 4.9% |
| a | 117280 | 4.1% |
| P | 93741 | 3.3% |
| m | 93676 | 3.3% |
| v | 93329 | 3.3% |
| Other values (25) | 1002892 |
Transaction Status
Categorical
| Distinct | 40 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 MiB |
| Sent | 10729 |
|---|---|
| Pending Payment | 10625 |
| Failed | 10615 |
| Refunded | 10614 |
| Blocked | 10603 |
| Other values (35) |
Length
| Max length | 21 |
|---|---|
| Median length | 17 |
| Mean length | 9.5273405 |
| Min length | 4 |
Characters and Unicode
| Total characters | 4001483 |
|---|---|
| Distinct characters | 40 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Error |
|---|---|
| 2nd row | Debit |
| 3rd row | In Progress |
| 4th row | Void |
| 5th row | Under Review |
Common Values
| Value | Count | Frequency (%) |
| Sent | 10729 | 2.6% |
| Pending Payment | 10625 | 2.5% |
| Failed | 10615 | 2.5% |
| Refunded | 10614 | 2.5% |
| Blocked | 10603 | 2.5% |
| Declined | 10600 | 2.5% |
| Processing | 10576 | 2.5% |
| Cancelled | 10565 | 2.5% |
| Pending Review | 10565 | 2.5% |
| Closed | 10563 | 2.5% |
| Other values (30) | 313945 |
Length
| Value | Count | Frequency (%) |
| pending | 42091 | 7.9% |
| review | 21123 | 3.9% |
| declined | 21112 | 3.9% |
| in | 21059 | 3.9% |
| partially | 20930 | 3.9% |
| approved | 20848 | 3.9% |
| sent | 10729 | 2.0% |
| payment | 10625 | 2.0% |
| failed | 10615 | 2.0% |
| refunded | 10614 | 2.0% |
| Other values (33) | 345987 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 650925 | |
| d | 367417 | 9.2% |
| i | 336128 | 8.4% |
| r | 272744 | 6.8% |
| n | 263642 | 6.6% |
| t | 199115 | 5.0% |
| l | 189112 | 4.7% |
| o | 188761 | 4.7% |
| a | 136858 | 3.4% |
| s | 126008 | 3.1% |
| Other values (30) | 1270773 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 3360491 | |
| Uppercase Letter | 525259 | 13.1% |
| Space Separator | 115733 | 2.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 650925 | |
| d | 367417 | |
| i | 336128 | |
| r | 272744 | |
| n | 263642 | |
| t | 199115 | 5.9% |
| l | 189112 | 5.6% |
| o | 188761 | 5.6% |
| a | 136858 | 4.1% |
| s | 126008 | 3.7% |
| Other values (15) | 629781 |
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 115588 | |
| C | 63195 | |
| R | 63004 | |
| D | 52395 | |
| A | 41814 | 8.0% |
| S | 31542 | 6.0% |
| V | 31457 | 6.0% |
| T | 21075 | 4.0% |
| I | 21059 | 4.0% |
| U | 21009 | 4.0% |
| Other values (4) | 63121 |
Space Separator
| Value | Count | Frequency (%) |
| 115733 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3885750 | |
| Common | 115733 | 2.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 650925 | |
| d | 367417 | 9.5% |
| i | 336128 | 8.7% |
| r | 272744 | 7.0% |
| n | 263642 | 6.8% |
| t | 199115 | 5.1% |
| l | 189112 | 4.9% |
| o | 188761 | 4.9% |
| a | 136858 | 3.5% |
| s | 126008 | 3.2% |
| Other values (29) | 1155040 |
Common
| Value | Count | Frequency (%) |
| 115733 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4001483 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 650925 | |
| d | 367417 | 9.2% |
| i | 336128 | 8.4% |
| r | 272744 | 6.8% |
| n | 263642 | 6.6% |
| t | 199115 | 5.0% |
| l | 189112 | 4.7% |
| o | 188761 | 4.7% |
| a | 136858 | 3.4% |
| s | 126008 | 3.1% |
| Other values (30) | 1270773 |
Location Distance
Real number (ℝ)
| Distinct | 9901 |
|---|---|
| Distinct (%) | 2.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50.504677 |
| Minimum | 1 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 5.9895 |
| Q1 | 25.72 |
| median | 50.5 |
| Q3 | 75.23 |
| 95-th percentile | 95.05 |
| Maximum | 100 |
| Range | 99 |
| Interquartile range (IQR) | 49.51 |
Descriptive statistics
| Standard deviation | 28.571549 |
|---|---|
| Coefficient of variation (CV) | 0.56572084 |
| Kurtosis | -1.2015989 |
| Mean | 50.504677 |
| Median Absolute Deviation (MAD) | 24.76 |
| Skewness | 0.00040456792 |
| Sum | 21211965 |
| Variance | 816.33339 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 93 | 70 | < 0.1% |
| 17.62 | 67 | < 0.1% |
| 52.39 | 67 | < 0.1% |
| 17.07 | 66 | < 0.1% |
| 91.18 | 66 | < 0.1% |
| 58.88 | 66 | < 0.1% |
| 99.44 | 66 | < 0.1% |
| 40.89 | 65 | < 0.1% |
| 4.39 | 65 | < 0.1% |
| 2.69 | 65 | < 0.1% |
| Other values (9891) | 419337 |
| Value | Count | Frequency (%) |
| 1 | 13 | < 0.1% |
| 1.01 | 40 | |
| 1.02 | 35 | |
| 1.03 | 38 | |
| 1.04 | 30 | |
| 1.05 | 36 | |
| 1.06 | 43 | |
| 1.07 | 42 | |
| 1.08 | 44 | |
| 1.09 | 42 |
| Value | Count | Frequency (%) |
| 100 | 26 | |
| 99.99 | 42 | |
| 99.98 | 48 | |
| 99.97 | 27 | |
| 99.96 | 34 | |
| 99.95 | 47 | |
| 99.94 | 36 | |
| 99.93 | 44 | |
| 99.92 | 36 | |
| 99.91 | 40 |
Time Taken for Transaction
Real number (ℝ)
| Distinct | 5901 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.555903 |
| Minimum | 1 |
|---|---|
| Maximum | 60 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3.96 |
| Q1 | 15.8 |
| median | 30.6 |
| Q3 | 45.33 |
| 95-th percentile | 57.06 |
| Maximum | 60 |
| Range | 59 |
| Interquartile range (IQR) | 29.53 |
Descriptive statistics
| Standard deviation | 17.049644 |
|---|---|
| Coefficient of variation (CV) | 0.55798198 |
| Kurtosis | -1.202061 |
| Mean | 30.555903 |
| Median Absolute Deviation (MAD) | 14.77 |
| Skewness | -0.0057498815 |
| Sum | 12833479 |
| Variance | 290.69034 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 33.95 | 106 | < 0.1% |
| 37.12 | 105 | < 0.1% |
| 23.63 | 105 | < 0.1% |
| 53.56 | 104 | < 0.1% |
| 2.94 | 102 | < 0.1% |
| 49.41 | 101 | < 0.1% |
| 36.65 | 100 | < 0.1% |
| 30.5 | 99 | < 0.1% |
| 24.9 | 99 | < 0.1% |
| 6.45 | 98 | < 0.1% |
| Other values (5891) | 418981 |
| Value | Count | Frequency (%) |
| 1 | 38 | |
| 1.01 | 56 | |
| 1.02 | 85 | |
| 1.03 | 88 | |
| 1.04 | 63 | |
| 1.05 | 84 | |
| 1.06 | 67 | |
| 1.07 | 70 | |
| 1.08 | 73 | |
| 1.09 | 75 |
| Value | Count | Frequency (%) |
| 60 | 30 | < 0.1% |
| 59.99 | 75 | |
| 59.98 | 70 | |
| 59.97 | 60 | |
| 59.96 | 55 | |
| 59.95 | 72 | |
| 59.94 | 82 | |
| 59.93 | 76 | |
| 59.92 | 70 | |
| 59.91 | 72 |
Transaction Time of Day
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 MiB |
| Nighttime | |
|---|---|
| Evening | |
| Daytime |
Length
| Max length | 9 |
|---|---|
| Median length | 7 |
| Mean length | 7.6678429 |
| Min length | 7 |
Characters and Unicode
| Total characters | 3220494 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Evening |
|---|---|
| 2nd row | Nighttime |
| 3rd row | Daytime |
| 4th row | Daytime |
| 5th row | Evening |
Common Values
| Value | Count | Frequency (%) |
| Nighttime | 140247 | |
| Evening | 139903 | |
| Daytime | 139850 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| nighttime | 140247 | |
| evening | 139903 | |
| daytime | 139850 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 560247 | |
| t | 420344 | |
| e | 420000 | |
| g | 280150 | |
| m | 280097 | |
| n | 279806 | |
| N | 140247 | 4.4% |
| h | 140247 | 4.4% |
| E | 139903 | 4.3% |
| v | 139903 | 4.3% |
| Other values (3) | 419550 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 2800494 | |
| Uppercase Letter | 420000 | 13.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 560247 | |
| t | 420344 | |
| e | 420000 | |
| g | 280150 | |
| m | 280097 | |
| n | 279806 | |
| h | 140247 | 5.0% |
| v | 139903 | 5.0% |
| a | 139850 | 5.0% |
| y | 139850 | 5.0% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 140247 | |
| E | 139903 | |
| D | 139850 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3220494 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 560247 | |
| t | 420344 | |
| e | 420000 | |
| g | 280150 | |
| m | 280097 | |
| n | 279806 | |
| N | 140247 | 4.4% |
| h | 140247 | 4.4% |
| E | 139903 | 4.3% |
| v | 139903 | 4.3% |
| Other values (3) | 419550 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3220494 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 560247 | |
| t | 420344 | |
| e | 420000 | |
| g | 280150 | |
| m | 280097 | |
| n | 279806 | |
| N | 140247 | 4.4% |
| h | 140247 | 4.4% |
| E | 139903 | 4.3% |
| v | 139903 | 4.3% |
| Other values (3) | 419550 |
User's Transaction History
Real number (ℝ)
| Distinct | 100 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50.534569 |
| Minimum | 1 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 26 |
| median | 51 |
| Q3 | 76 |
| 95-th percentile | 95 |
| Maximum | 100 |
| Range | 99 |
| Interquartile range (IQR) | 50 |
Descriptive statistics
| Standard deviation | 28.850937 |
|---|---|
| Coefficient of variation (CV) | 0.57091487 |
| Kurtosis | -1.1994281 |
| Mean | 50.534569 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | -0.0032846513 |
| Sum | 21224519 |
| Variance | 832.37656 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 79 | 4344 | 1.0% |
| 40 | 4339 | 1.0% |
| 61 | 4337 | 1.0% |
| 18 | 4323 | 1.0% |
| 3 | 4322 | 1.0% |
| 19 | 4320 | 1.0% |
| 95 | 4317 | 1.0% |
| 12 | 4309 | 1.0% |
| 28 | 4292 | 1.0% |
| 58 | 4291 | 1.0% |
| Other values (90) | 376806 |
| Value | Count | Frequency (%) |
| 1 | 4240 | |
| 2 | 4187 | |
| 3 | 4322 | |
| 4 | 4220 | |
| 5 | 4080 | |
| 6 | 4233 | |
| 7 | 4176 | |
| 8 | 4182 | |
| 9 | 4162 | |
| 10 | 4143 |
| Value | Count | Frequency (%) |
| 100 | 4109 | |
| 99 | 4173 | |
| 98 | 4109 | |
| 97 | 4166 | |
| 96 | 4254 | |
| 95 | 4317 | |
| 94 | 4125 | |
| 93 | 4191 | |
| 92 | 4245 | |
| 91 | 4210 |
Merchant's Reputation Score
Real number (ℝ)
| Distinct | 401 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.9961925 |
| Minimum | 1 |
|---|---|
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1.2 |
| Q1 | 1.99 |
| median | 2.99 |
| Q3 | 4 |
| 95-th percentile | 4.8 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 2.01 |
Descriptive statistics
| Standard deviation | 1.1557042 |
|---|---|
| Coefficient of variation (CV) | 0.38572429 |
| Kurtosis | -1.2012354 |
| Mean | 2.9961925 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.0063485419 |
| Sum | 1258400.9 |
| Variance | 1.3356523 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4.93 | 1162 | 0.3% |
| 2.05 | 1147 | 0.3% |
| 3.01 | 1136 | 0.3% |
| 1.25 | 1127 | 0.3% |
| 1.67 | 1124 | 0.3% |
| 4.57 | 1118 | 0.3% |
| 1.4 | 1117 | 0.3% |
| 1.28 | 1115 | 0.3% |
| 2.55 | 1113 | 0.3% |
| 3.31 | 1113 | 0.3% |
| Other values (391) | 408728 |
| Value | Count | Frequency (%) |
| 1 | 529 | |
| 1.01 | 1041 | |
| 1.02 | 1096 | |
| 1.03 | 1040 | |
| 1.04 | 1090 | |
| 1.05 | 1002 | |
| 1.06 | 1058 | |
| 1.07 | 1034 | |
| 1.08 | 1020 | |
| 1.09 | 1054 |
| Value | Count | Frequency (%) |
| 5 | 559 | |
| 4.99 | 1037 | |
| 4.98 | 1082 | |
| 4.97 | 1051 | |
| 4.96 | 1015 | |
| 4.95 | 1058 | |
| 4.94 | 1036 | |
| 4.93 | 1162 | |
| 4.92 | 1038 | |
| 4.91 | 1063 |
User's Device Location
Categorical
| Distinct | 40 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 MiB |
| Qatar | 10665 |
|---|---|
| Turkey | 10646 |
| Thailand | 10624 |
| Poland | 10617 |
| New Zealand | 10613 |
| Other values (35) |
Length
| Max length | 20 |
|---|---|
| Median length | 13 |
| Mean length | 7.93875 |
| Min length | 5 |
Characters and Unicode
| Total characters | 3334275 |
|---|---|
| Distinct characters | 44 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Spain |
|---|---|
| 2nd row | Spain |
| 3rd row | Qatar |
| 4th row | United Kingdom |
| 5th row | China |
Common Values
| Value | Count | Frequency (%) |
| Qatar | 10665 | 2.5% |
| Turkey | 10646 | 2.5% |
| Thailand | 10624 | 2.5% |
| Poland | 10617 | 2.5% |
| New Zealand | 10613 | 2.5% |
| Germany | 10612 | 2.5% |
| Greece | 10598 | 2.5% |
| Norway | 10587 | 2.5% |
| Singapore | 10584 | 2.5% |
| Belgium | 10582 | 2.5% |
| Other values (30) | 313872 |
Length
| Value | Count | Frequency (%) |
| united | 31163 | 6.1% |
| south | 20748 | 4.0% |
| qatar | 10665 | 2.1% |
| turkey | 10646 | 2.1% |
| thailand | 10624 | 2.1% |
| poland | 10617 | 2.1% |
| new | 10613 | 2.1% |
| zealand | 10613 | 2.1% |
| germany | 10612 | 2.1% |
| greece | 10598 | 2.1% |
| Other values (36) | 376943 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 472026 | |
| e | 283541 | 8.5% |
| i | 282406 | 8.5% |
| n | 272665 | 8.2% |
| r | 209757 | 6.3% |
| t | 177622 | 5.3% |
| d | 146713 | 4.4% |
| l | 115990 | 3.5% |
| o | 115488 | 3.5% |
| s | 104610 | 3.1% |
| Other values (34) | 1153457 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 2726591 | |
| Uppercase Letter | 513842 | 15.4% |
| Space Separator | 93842 | 2.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 472026 | |
| e | 283541 | |
| i | 282406 | |
| n | 272665 | |
| r | 209757 | 7.7% |
| t | 177622 | 6.5% |
| d | 146713 | 5.4% |
| l | 115990 | 4.3% |
| o | 115488 | 4.2% |
| s | 104610 | 3.8% |
| Other values (13) | 545773 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 83292 | |
| A | 62538 | |
| I | 42128 | 8.2% |
| N | 42060 | 8.2% |
| T | 31736 | 6.2% |
| K | 31317 | 6.1% |
| U | 31163 | 6.1% |
| G | 21210 | 4.1% |
| B | 21151 | 4.1% |
| M | 21139 | 4.1% |
| Other values (10) | 126108 |
Space Separator
| Value | Count | Frequency (%) |
| 93842 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3240433 | |
| Common | 93842 | 2.8% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 472026 | |
| e | 283541 | 8.8% |
| i | 282406 | 8.7% |
| n | 272665 | 8.4% |
| r | 209757 | 6.5% |
| t | 177622 | 5.5% |
| d | 146713 | 4.5% |
| l | 115990 | 3.6% |
| o | 115488 | 3.6% |
| s | 104610 | 3.2% |
| Other values (33) | 1059615 |
Common
| Value | Count | Frequency (%) |
| 93842 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3334275 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 472026 | |
| e | 283541 | 8.5% |
| i | 282406 | 8.5% |
| n | 272665 | 8.2% |
| r | 209757 | 6.3% |
| t | 177622 | 5.3% |
| d | 146713 | 4.4% |
| l | 115990 | 3.5% |
| o | 115488 | 3.5% |
| s | 104610 | 3.1% |
| Other values (34) | 1153457 |
Transaction Currency
Categorical
| Distinct | 40 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 MiB |
| ARS | 10711 |
|---|---|
| THB | 10668 |
| CZK | 10636 |
| VND | 10600 |
| RUB | 10597 |
| Other values (35) |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1260000 |
|---|---|
| Distinct characters | 26 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | NOK |
|---|---|
| 2nd row | RON |
| 3rd row | IDN |
| 4th row | ARS |
| 5th row | SAR |
Common Values
| Value | Count | Frequency (%) |
| ARS | 10711 | 2.6% |
| THB | 10668 | 2.5% |
| CZK | 10636 | 2.5% |
| VND | 10600 | 2.5% |
| RUB | 10597 | 2.5% |
| TRY | 10597 | 2.5% |
| SAR | 10596 | 2.5% |
| CNY | 10590 | 2.5% |
| HKD | 10581 | 2.5% |
| MXN | 10580 | 2.5% |
| Other values (30) | 313844 |
Length
| Value | Count | Frequency (%) |
| ars | 10711 | 2.6% |
| thb | 10668 | 2.5% |
| czk | 10636 | 2.5% |
| vnd | 10600 | 2.5% |
| rub | 10597 | 2.5% |
| try | 10597 | 2.5% |
| sar | 10596 | 2.5% |
| cny | 10590 | 2.5% |
| hkd | 10581 | 2.5% |
| mxn | 10580 | 2.5% |
| Other values (30) | 313844 |
Most occurring characters
| Value | Count | Frequency (%) |
| R | 126254 | 10.0% |
| N | 104910 | 8.3% |
| D | 104733 | 8.3% |
| P | 94535 | 7.5% |
| K | 83752 | 6.6% |
| A | 73750 | 5.9% |
| S | 73487 | 5.8% |
| C | 62982 | 5.0% |
| E | 62616 | 5.0% |
| U | 52709 | 4.2% |
| Other values (16) | 420272 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1260000 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| R | 126254 | 10.0% |
| N | 104910 | 8.3% |
| D | 104733 | 8.3% |
| P | 94535 | 7.5% |
| K | 83752 | 6.6% |
| A | 73750 | 5.9% |
| S | 73487 | 5.8% |
| C | 62982 | 5.0% |
| E | 62616 | 5.0% |
| U | 52709 | 4.2% |
| Other values (16) | 420272 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1260000 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| R | 126254 | 10.0% |
| N | 104910 | 8.3% |
| D | 104733 | 8.3% |
| P | 94535 | 7.5% |
| K | 83752 | 6.6% |
| A | 73750 | 5.9% |
| S | 73487 | 5.8% |
| C | 62982 | 5.0% |
| E | 62616 | 5.0% |
| U | 52709 | 4.2% |
| Other values (16) | 420272 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1260000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| R | 126254 | 10.0% |
| N | 104910 | 8.3% |
| D | 104733 | 8.3% |
| P | 94535 | 7.5% |
| K | 83752 | 6.6% |
| A | 73750 | 5.9% |
| S | 73487 | 5.8% |
| C | 62982 | 5.0% |
| E | 62616 | 5.0% |
| U | 52709 | 4.2% |
| Other values (16) | 420272 |
Transaction Purpose
Categorical
| Distinct | 38 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 MiB |
| Insurance Premium | 11314 |
|---|---|
| Donation to Nonprofit | 11212 |
| Retail Purchase | 11209 |
| Settlement | 11184 |
| Buyback | 11167 |
| Other values (33) |
Length
| Max length | 21 |
|---|---|
| Median length | 16 |
| Mean length | 13.008264 |
| Min length | 4 |
Characters and Unicode
| Total characters | 5463471 |
|---|---|
| Distinct characters | 41 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Royalty |
|---|---|
| 2nd row | Rental Payment |
| 3rd row | Rent |
| 4th row | Insurance Premium |
| 5th row | Product Purchase |
Common Values
| Value | Count | Frequency (%) |
| Insurance Premium | 11314 | 2.7% |
| Donation to Nonprofit | 11212 | 2.7% |
| Retail Purchase | 11209 | 2.7% |
| Settlement | 11184 | 2.7% |
| Buyback | 11167 | 2.7% |
| Gift Purchase | 11162 | 2.7% |
| Consultation Fee | 11161 | 2.7% |
| Bill Payment | 11141 | 2.7% |
| Auction Bid | 11140 | 2.7% |
| Compensation | 11137 | 2.7% |
| Other values (28) | 308173 |
Length
| Value | Count | Frequency (%) |
| payment | 66120 | 9.3% |
| purchase | 44562 | 6.3% |
| to | 22343 | 3.2% |
| donation | 22291 | 3.1% |
| settlement | 22264 | 3.1% |
| fee | 22104 | 3.1% |
| insurance | 11314 | 1.6% |
| premium | 11314 | 1.6% |
| nonprofit | 11212 | 1.6% |
| retail | 11209 | 1.6% |
| Other values (42) | 463222 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 629314 | 11.5% |
| t | 497561 | 9.1% |
| n | 453181 | 8.3% |
| i | 386463 | 7.1% |
| a | 376416 | 6.9% |
| 287955 | 5.3% | |
| o | 277224 | 5.1% |
| s | 254010 | 4.6% |
| r | 233000 | 4.3% |
| m | 209966 | 3.8% |
| Other values (31) | 1858381 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 4489904 | |
| Uppercase Letter | 685612 | 12.5% |
| Space Separator | 287955 | 5.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 629314 | |
| t | 497561 | |
| n | 453181 | |
| i | 386463 | 8.6% |
| a | 376416 | 8.4% |
| o | 277224 | 6.2% |
| s | 254010 | 5.7% |
| r | 233000 | 5.2% |
| m | 209966 | 4.7% |
| c | 177450 | 4.0% |
| Other values (14) | 995319 |
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 144178 | |
| R | 121216 | |
| S | 55417 | 8.1% |
| C | 55314 | 8.1% |
| B | 44485 | 6.5% |
| F | 44315 | 6.5% |
| I | 44239 | 6.5% |
| D | 44115 | 6.4% |
| T | 33084 | 4.8% |
| A | 33024 | 4.8% |
| Other values (6) | 66225 |
Space Separator
| Value | Count | Frequency (%) |
| 287955 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 5175516 | |
| Common | 287955 | 5.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 629314 | 12.2% |
| t | 497561 | 9.6% |
| n | 453181 | 8.8% |
| i | 386463 | 7.5% |
| a | 376416 | 7.3% |
| o | 277224 | 5.4% |
| s | 254010 | 4.9% |
| r | 233000 | 4.5% |
| m | 209966 | 4.1% |
| c | 177450 | 3.4% |
| Other values (30) | 1680931 |
Common
| Value | Count | Frequency (%) |
| 287955 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5463471 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 629314 | 11.5% |
| t | 497561 | 9.1% |
| n | 453181 | 8.3% |
| i | 386463 | 7.1% |
| a | 376416 | 6.9% |
| 287955 | 5.3% | |
| o | 277224 | 5.1% |
| s | 254010 | 4.6% |
| r | 233000 | 4.3% |
| m | 209966 | 3.8% |
| Other values (31) | 1858381 |
User's Credit Score
Real number (ℝ)
| Distinct | 551 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 574.69472 |
| Minimum | 300 |
|---|---|
| Maximum | 850 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 MiB |
Quantile statistics
| Minimum | 300 |
|---|---|
| 5-th percentile | 327 |
| Q1 | 437 |
| median | 574 |
| Q3 | 713 |
| 95-th percentile | 823 |
| Maximum | 850 |
| Range | 550 |
| Interquartile range (IQR) | 276 |
Descriptive statistics
| Standard deviation | 159.03092 |
|---|---|
| Coefficient of variation (CV) | 0.27672243 |
| Kurtosis | -1.1998153 |
| Mean | 574.69472 |
| Median Absolute Deviation (MAD) | 138 |
| Skewness | 0.002419055 |
| Sum | 2.4137178 × 108 |
| Variance | 25290.833 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 422 | 847 | 0.2% |
| 720 | 842 | 0.2% |
| 440 | 833 | 0.2% |
| 408 | 830 | 0.2% |
| 523 | 829 | 0.2% |
| 719 | 827 | 0.2% |
| 603 | 826 | 0.2% |
| 525 | 824 | 0.2% |
| 549 | 824 | 0.2% |
| 430 | 823 | 0.2% |
| Other values (541) | 411695 |
| Value | Count | Frequency (%) |
| 300 | 726 | |
| 301 | 767 | |
| 302 | 746 | |
| 303 | 797 | |
| 304 | 777 | |
| 305 | 784 | |
| 306 | 775 | |
| 307 | 813 | |
| 308 | 796 | |
| 309 | 792 |
| Value | Count | Frequency (%) |
| 850 | 741 | |
| 849 | 730 | |
| 848 | 764 | |
| 847 | 778 | |
| 846 | 780 | |
| 845 | 751 | |
| 844 | 692 | |
| 843 | 711 | |
| 842 | 784 | |
| 841 | 756 |
User's Email Domain
Categorical
| Distinct | 40 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 MiB |
| gmail.com | 10753 |
|---|---|
| yandex.co.uk | 10717 |
| yahoo.co.uk | 10662 |
| zoho.co.uk | 10657 |
| rediffmail.co.uk | 10622 |
| Other values (35) |
Length
| Max length | 16 |
|---|---|
| Median length | 12 |
| Mean length | 11.075131 |
| Min length | 7 |
Characters and Unicode
| Total characters | 4651555 |
|---|---|
| Distinct characters | 23 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | yahoo.co.uk |
|---|---|
| 2nd row | protonmail.co.uk |
| 3rd row | cox.net |
| 4th row | outlook.com |
| 5th row | aol.com |
Common Values
| Value | Count | Frequency (%) |
| gmail.com | 10753 | 2.6% |
| yandex.co.uk | 10717 | 2.6% |
| yahoo.co.uk | 10662 | 2.5% |
| zoho.co.uk | 10657 | 2.5% |
| rediffmail.co.uk | 10622 | 2.5% |
| gmail.co.in | 10618 | 2.5% |
| aol.com | 10614 | 2.5% |
| outlook.co.uk | 10611 | 2.5% |
| rocketmail.co.uk | 10608 | 2.5% |
| fastmail.co.uk | 10579 | 2.5% |
| Other values (30) | 313559 |
Length
| Value | Count | Frequency (%) |
| gmail.com | 10753 | 2.6% |
| yandex.co.uk | 10717 | 2.6% |
| yahoo.co.uk | 10662 | 2.5% |
| zoho.co.uk | 10657 | 2.5% |
| rediffmail.co.uk | 10622 | 2.5% |
| gmail.co.in | 10618 | 2.5% |
| aol.com | 10614 | 2.5% |
| outlook.co.uk | 10611 | 2.5% |
| rocketmail.co.uk | 10608 | 2.5% |
| fastmail.co.uk | 10579 | 2.5% |
| Other values (30) | 313559 |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 756093 | |
| . | 609429 | |
| c | 461890 | |
| m | 367176 | 7.9% |
| a | 346602 | 7.5% |
| i | 272462 | 5.9% |
| u | 252421 | 5.4% |
| l | 220177 | 4.7% |
| k | 210650 | 4.5% |
| t | 178314 | 3.8% |
| Other values (13) | 976341 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 4042126 | |
| Other Punctuation | 609429 | 13.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 756093 | |
| c | 461890 | |
| m | 367176 | |
| a | 346602 | |
| i | 272462 | 6.7% |
| u | 252421 | 6.2% |
| l | 220177 | 5.4% |
| k | 210650 | 5.2% |
| t | 178314 | 4.4% |
| n | 167632 | 4.1% |
| Other values (12) | 808709 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 609429 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 4042126 | |
| Common | 609429 | 13.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 756093 | |
| c | 461890 | |
| m | 367176 | |
| a | 346602 | |
| i | 272462 | 6.7% |
| u | 252421 | 6.2% |
| l | 220177 | 5.4% |
| k | 210650 | 5.2% |
| t | 178314 | 4.4% |
| n | 167632 | 4.1% |
| Other values (12) | 808709 |
Common
| Value | Count | Frequency (%) |
| . | 609429 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4651555 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 756093 | |
| . | 609429 | |
| c | 461890 | |
| m | 367176 | 7.9% |
| a | 346602 | 7.5% |
| i | 272462 | 5.9% |
| u | 252421 | 5.4% |
| l | 220177 | 4.7% |
| k | 210650 | 4.5% |
| t | 178314 | 3.8% |
| Other values (13) | 976341 |
Merchant's Business Age
Real number (ℝ)
| Distinct | 20 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.511448 |
| Minimum | 1 |
|---|---|
| Maximum | 20 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.2 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 6 |
| median | 11 |
| Q3 | 16 |
| 95-th percentile | 20 |
| Maximum | 20 |
| Range | 19 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 5.764577 |
|---|---|
| Coefficient of variation (CV) | 0.54840943 |
| Kurtosis | -1.2068563 |
| Mean | 10.511448 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -0.0025488305 |
| Sum | 4414808 |
| Variance | 33.230348 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 15 | 21291 | 5.1% |
| 7 | 21194 | 5.0% |
| 20 | 21163 | 5.0% |
| 3 | 21141 | 5.0% |
| 4 | 21137 | 5.0% |
| 17 | 21113 | 5.0% |
| 16 | 21095 | 5.0% |
| 2 | 21081 | 5.0% |
| 12 | 21079 | 5.0% |
| 11 | 21064 | 5.0% |
| Other values (10) | 208642 |
| Value | Count | Frequency (%) |
| 1 | 20644 | |
| 2 | 21081 | |
| 3 | 21141 | |
| 4 | 21137 | |
| 5 | 20941 | |
| 6 | 20621 | |
| 7 | 21194 | |
| 8 | 20964 | |
| 9 | 20735 | |
| 10 | 21016 |
| Value | Count | Frequency (%) |
| 20 | 21163 | |
| 19 | 20766 | |
| 18 | 21028 | |
| 17 | 21113 | |
| 16 | 21095 | |
| 15 | 21291 | |
| 14 | 20928 | |
| 13 | 20999 | |
| 12 | 21079 | |
| 11 | 21064 |
Transaction Authentication Method
Categorical
| Distinct | 39 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 MiB |
| Time-Based OTP | 11022 |
|---|---|
| Authentication App | 11004 |
| Hardware Token | 10904 |
| Retina Scan | 10893 |
| CAPTCHA | 10878 |
| Other values (34) |
Length
| Max length | 37 |
|---|---|
| Median length | 23 |
| Mean length | 16.810771 |
| Min length | 3 |
Characters and Unicode
| Total characters | 7060524 |
|---|---|
| Distinct characters | 48 |
| Distinct categories | 6 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Pattern Lock |
|---|---|
| 2nd row | Token |
| 3rd row | USB Security Key |
| 4th row | Authentication App |
| 5th row | Signature Verification |
Common Values
| Value | Count | Frequency (%) |
| Time-Based OTP | 11022 | 2.6% |
| Authentication App | 11004 | 2.6% |
| Hardware Token | 10904 | 2.6% |
| Retina Scan | 10893 | 2.6% |
| CAPTCHA | 10878 | 2.6% |
| SMS Code | 10870 | 2.6% |
| Iris Scan | 10858 | 2.6% |
| Fingerprint | 10843 | 2.6% |
| Signature Verification | 10842 | 2.6% |
| Mobile App Notification | 10840 | 2.6% |
| Other values (29) | 311046 |
Length
| Value | Count | Frequency (%) |
| authentication | 54017 | 6.3% |
| scan | 43204 | 5.0% |
| verification | 42927 | 5.0% |
| app | 21844 | 2.5% |
| token | 21682 | 2.5% |
| notification | 21609 | 2.5% |
| mobile | 21554 | 2.5% |
| confirmation | 21494 | 2.5% |
| security | 21492 | 2.5% |
| code | 21450 | 2.5% |
| Other values (49) | 569883 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 795853 | 11.3% |
| t | 548977 | 7.8% |
| e | 548929 | 7.8% |
| o | 547962 | 7.8% |
| n | 538457 | 7.6% |
| a | 516863 | 7.3% |
| 441156 | 6.2% | |
| c | 365504 | 5.2% |
| r | 333373 | 4.7% |
| d | 150806 | 2.1% |
| Other values (38) | 2272644 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 5412589 | |
| Uppercase Letter | 1131266 | 16.0% |
| Space Separator | 441156 | 6.2% |
| Dash Punctuation | 54059 | 0.8% |
| Open Punctuation | 10727 | 0.2% |
| Close Punctuation | 10727 | 0.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 795853 | |
| t | 548977 | |
| e | 548929 | |
| o | 547962 | |
| n | 538457 | |
| a | 516863 | |
| c | 365504 | 6.8% |
| r | 333373 | 6.2% |
| d | 150806 | 2.8% |
| u | 140079 | 2.6% |
| Other values (13) | 925786 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 129545 | |
| A | 108390 | |
| C | 107577 | |
| B | 96547 | 8.5% |
| T | 86822 | 7.7% |
| P | 86228 | 7.6% |
| V | 75086 | 6.6% |
| F | 64597 | 5.7% |
| R | 64364 | 5.7% |
| I | 53806 | 4.8% |
| Other values (11) | 258304 |
Space Separator
| Value | Count | Frequency (%) |
| 441156 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 54059 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 10727 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 10727 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 6543855 | |
| Common | 516669 | 7.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 795853 | 12.2% |
| t | 548977 | 8.4% |
| e | 548929 | 8.4% |
| o | 547962 | 8.4% |
| n | 538457 | 8.2% |
| a | 516863 | 7.9% |
| c | 365504 | 5.6% |
| r | 333373 | 5.1% |
| d | 150806 | 2.3% |
| u | 140079 | 2.1% |
| Other values (34) | 2057052 |
Common
| Value | Count | Frequency (%) |
| 441156 | ||
| - | 54059 | 10.5% |
| ( | 10727 | 2.1% |
| ) | 10727 | 2.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7060524 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 795853 | 11.3% |
| t | 548977 | 7.8% |
| e | 548929 | 7.8% |
| o | 547962 | 7.8% |
| n | 538457 | 7.6% |
| a | 516863 | 7.3% |
| 441156 | 6.2% | |
| c | 365504 | 5.2% |
| r | 333373 | 4.7% |
| d | 150806 | 2.1% |
| Other values (38) | 2272644 |
Fraudulent Flag
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 420000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 210260 | |
| 1 | 209740 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 210260 | |
| 1 | 209740 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 210260 | |
| 1 | 209740 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 420000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 210260 | |
| 1 | 209740 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 420000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 210260 | |
| 1 | 209740 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 420000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 210260 | |
| 1 | 209740 |
| Transaction ID | User ID | Transaction Amount | Merchant ID | User Age | User Income | Location Distance | Time Taken for Transaction | User's Transaction History | Merchant's Reputation Score | User's Credit Score | Merchant's Business Age | Payment Method | Country Code | Transaction Type | Device Type | Browser Type | Operating System | Merchant Category | User Occupation | User Gender | User Account Status | Transaction Status | Transaction Time of Day | User's Device Location | Transaction Currency | Transaction Purpose | User's Email Domain | Transaction Authentication Method | Fraudulent Flag | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Transaction ID | 1.000 | -0.000 | 0.000 | -0.000 | 0.002 | -0.001 | 0.001 | -0.000 | 0.000 | -0.000 | -0.001 | 0.000 | 0.001 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 0.000 | 0.002 | 0.000 | 0.000 | 0.001 | 0.000 | 0.000 | 0.003 | 0.000 | 0.002 | 0.000 | 0.000 |
| User ID | -0.000 | 1.000 | -0.000 | -0.001 | -0.002 | 0.001 | 0.000 | -0.002 | 0.001 | -0.002 | -0.000 | 0.000 | 0.001 | 0.000 | 0.000 | 0.000 | 0.002 | 0.003 | 0.003 | 0.002 | 0.002 | 0.000 | 0.004 | 0.000 | 0.000 | 0.003 | 0.001 | 0.001 | 0.000 | 0.000 |
| Transaction Amount | 0.000 | -0.000 | 1.000 | 0.003 | -0.002 | -0.001 | 0.001 | -0.000 | -0.001 | -0.002 | 0.002 | 0.000 | 0.000 | 0.004 | 0.000 | 0.004 | 0.000 | 0.000 | 0.002 | 0.001 | 0.000 | 0.000 | 0.002 | 0.000 | 0.004 | 0.003 | 0.002 | 0.000 | 0.000 | 0.000 |
| Merchant ID | -0.000 | -0.001 | 0.003 | 1.000 | -0.001 | -0.002 | -0.002 | -0.004 | -0.002 | -0.002 | -0.000 | -0.001 | 0.002 | 0.002 | 0.000 | 0.000 | 0.001 | 0.000 | 0.003 | 0.000 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 0.000 | 0.000 | 0.000 | 0.002 |
| User Age | 0.002 | -0.002 | -0.002 | -0.001 | 1.000 | 0.000 | 0.001 | 0.001 | -0.000 | -0.002 | -0.002 | -0.001 | 0.003 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.002 | 0.002 | 0.000 | 0.000 | 0.001 | 0.000 | 0.000 | 0.000 | 0.000 | 0.002 | 0.000 | 0.005 |
| User Income | -0.001 | 0.001 | -0.001 | -0.002 | 0.000 | 1.000 | -0.001 | 0.001 | 0.000 | -0.002 | -0.000 | -0.000 | 0.002 | 0.000 | 0.001 | 0.001 | 0.000 | 0.000 | 0.002 | 0.000 | 0.002 | 0.002 | 0.000 | 0.000 | 0.000 | 0.003 | 0.000 | 0.000 | 0.000 | 0.003 |
| Location Distance | 0.001 | 0.000 | 0.001 | -0.002 | 0.001 | -0.001 | 1.000 | 0.000 | -0.000 | -0.001 | 0.002 | 0.000 | 0.000 | 0.001 | 0.004 | 0.000 | 0.004 | 0.000 | 0.000 | 0.003 | 0.000 | 0.002 | 0.000 | 0.000 | 0.003 | 0.002 | 0.002 | 0.001 | 0.000 | 0.000 |
| Time Taken for Transaction | -0.000 | -0.002 | -0.000 | -0.004 | 0.001 | 0.001 | 0.000 | 1.000 | -0.003 | -0.000 | 0.005 | -0.001 | 0.003 | 0.000 | 0.001 | 0.003 | 0.000 | 0.000 | 0.001 | 0.003 | 0.000 | 0.003 | 0.000 | 0.002 | 0.002 | 0.002 | 0.003 | 0.000 | 0.003 | 0.002 |
| User's Transaction History | 0.000 | 0.001 | -0.001 | -0.002 | -0.000 | 0.000 | -0.000 | -0.003 | 1.000 | -0.002 | -0.000 | -0.000 | 0.004 | 0.000 | 0.002 | 0.002 | 0.000 | 0.004 | 0.000 | 0.000 | 0.000 | 0.001 | 0.000 | 0.001 | 0.000 | 0.000 | 0.000 | 0.000 | 0.001 | 0.001 |
| Merchant's Reputation Score | -0.000 | -0.002 | -0.002 | -0.002 | -0.002 | -0.002 | -0.001 | -0.000 | -0.002 | 1.000 | -0.000 | -0.002 | 0.001 | 0.003 | 0.001 | 0.002 | 0.003 | 0.000 | 0.000 | 0.002 | 0.000 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 0.003 | 0.003 |
| User's Credit Score | -0.001 | -0.000 | 0.002 | -0.000 | -0.002 | -0.000 | 0.002 | 0.005 | -0.000 | -0.000 | 1.000 | -0.001 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 0.002 | 0.000 | 0.002 | 0.000 | 0.000 | 0.000 | 0.002 | 0.000 | 0.002 | 0.002 | 0.002 | 0.000 |
| Merchant's Business Age | 0.000 | 0.000 | 0.000 | -0.001 | -0.001 | -0.000 | 0.000 | -0.001 | -0.000 | -0.002 | -0.001 | 1.000 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.001 | 0.001 | 0.000 | 0.002 | 0.000 | 0.000 | 0.001 | 0.000 | 0.004 | 0.000 | 0.001 | 0.000 |
| Payment Method | 0.001 | 0.001 | 0.000 | 0.002 | 0.003 | 0.002 | 0.000 | 0.003 | 0.004 | 0.001 | 0.000 | 0.002 | 1.000 | 0.000 | 0.000 | 0.000 | 0.002 | 0.000 | 0.001 | 0.002 | 0.000 | 0.001 | 0.002 | 0.001 | 0.001 | 0.002 | 0.000 | 0.002 | 0.002 | 0.000 |
| Country Code | 0.000 | 0.000 | 0.004 | 0.002 | 0.000 | 0.000 | 0.001 | 0.000 | 0.000 | 0.003 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.001 | 0.000 | 0.002 | 0.000 | 0.002 | 0.000 | 0.002 | 0.000 | 0.000 | 0.002 | 0.000 | 0.001 | 0.000 | 0.000 |
| Transaction Type | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.001 | 0.004 | 0.001 | 0.002 | 0.001 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.001 | 0.001 | 0.002 | 0.001 | 0.002 | 0.002 | 0.002 | 0.000 | 0.004 | 0.002 | 0.000 | 0.000 | 0.001 | 0.000 | 0.000 |
| Device Type | 0.000 | 0.000 | 0.004 | 0.000 | 0.000 | 0.001 | 0.000 | 0.003 | 0.002 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.001 | 1.000 | 0.000 | 0.002 | 0.001 | 0.002 | 0.000 | 0.000 | 0.001 | 0.004 | 0.000 | 0.002 | 0.002 | 0.000 | 0.000 | 0.004 |
| Browser Type | 0.000 | 0.002 | 0.000 | 0.001 | 0.000 | 0.000 | 0.004 | 0.000 | 0.000 | 0.003 | 0.000 | 0.000 | 0.002 | 0.001 | 0.001 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.002 | 0.000 | 0.000 | 0.004 | 0.000 | 0.001 | 0.000 | 0.000 | 0.000 | 0.000 |
| Operating System | 0.003 | 0.003 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.004 | 0.000 | 0.003 | 0.000 | 0.000 | 0.000 | 0.002 | 0.002 | 0.000 | 1.000 | 0.001 | 0.002 | 0.002 | 0.000 | 0.000 | 0.000 | 0.001 | 0.002 | 0.002 | 0.000 | 0.000 | 0.004 |
| Merchant Category | 0.000 | 0.003 | 0.002 | 0.003 | 0.002 | 0.002 | 0.000 | 0.001 | 0.000 | 0.000 | 0.002 | 0.001 | 0.001 | 0.002 | 0.001 | 0.001 | 0.000 | 0.001 | 1.000 | 0.001 | 0.001 | 0.000 | 0.001 | 0.004 | 0.001 | 0.000 | 0.001 | 0.000 | 0.002 | 0.000 |
| User Occupation | 0.002 | 0.002 | 0.001 | 0.000 | 0.002 | 0.000 | 0.003 | 0.003 | 0.000 | 0.002 | 0.000 | 0.001 | 0.002 | 0.000 | 0.002 | 0.002 | 0.000 | 0.002 | 0.001 | 1.000 | 0.000 | 0.004 | 0.003 | 0.000 | 0.000 | 0.000 | 0.002 | 0.001 | 0.002 | 0.000 |
| User Gender | 0.000 | 0.002 | 0.000 | 0.002 | 0.000 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.002 | 0.000 | 0.000 | 0.002 | 0.002 | 0.000 | 0.002 | 0.002 | 0.001 | 0.000 | 1.000 | 0.001 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 0.000 | 0.000 |
| User Account Status | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.002 | 0.002 | 0.003 | 0.001 | 0.002 | 0.000 | 0.002 | 0.001 | 0.000 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.004 | 0.001 | 1.000 | 0.000 | 0.000 | 0.002 | 0.000 | 0.002 | 0.000 | 0.001 | 0.000 |
| Transaction Status | 0.001 | 0.004 | 0.002 | 0.000 | 0.001 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.002 | 0.002 | 0.000 | 0.001 | 0.000 | 0.000 | 0.001 | 0.003 | 0.002 | 0.000 | 1.000 | 0.000 | 0.000 | 0.001 | 0.000 | 0.000 | 0.000 | 0.000 |
| Transaction Time of Day | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.002 | 0.001 | 0.000 | 0.000 | 0.000 | 0.001 | 0.000 | 0.004 | 0.004 | 0.004 | 0.000 | 0.004 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.003 | 0.001 | 0.002 | 0.002 |
| User's Device Location | 0.000 | 0.000 | 0.004 | 0.000 | 0.000 | 0.000 | 0.003 | 0.002 | 0.000 | 0.000 | 0.002 | 0.001 | 0.001 | 0.000 | 0.002 | 0.000 | 0.000 | 0.001 | 0.001 | 0.000 | 0.000 | 0.002 | 0.000 | 0.000 | 1.000 | 0.000 | 0.001 | 0.000 | 0.001 | 0.005 |
| Transaction Currency | 0.003 | 0.003 | 0.003 | 0.003 | 0.000 | 0.003 | 0.002 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.002 | 0.002 | 0.000 | 0.002 | 0.001 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.001 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.002 | 0.000 |
| Transaction Purpose | 0.000 | 0.001 | 0.002 | 0.000 | 0.000 | 0.000 | 0.002 | 0.003 | 0.000 | 0.000 | 0.002 | 0.004 | 0.000 | 0.000 | 0.000 | 0.002 | 0.000 | 0.002 | 0.001 | 0.002 | 0.000 | 0.002 | 0.000 | 0.003 | 0.001 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 |
| User's Email Domain | 0.002 | 0.001 | 0.000 | 0.000 | 0.002 | 0.000 | 0.001 | 0.000 | 0.000 | 0.003 | 0.002 | 0.000 | 0.002 | 0.001 | 0.001 | 0.000 | 0.000 | 0.000 | 0.000 | 0.001 | 0.003 | 0.000 | 0.000 | 0.001 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.004 |
| Transaction Authentication Method | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 0.001 | 0.003 | 0.002 | 0.001 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.002 | 0.002 | 0.000 | 0.001 | 0.000 | 0.002 | 0.001 | 0.002 | 0.000 | 0.000 | 1.000 | 0.005 |
| Fraudulent Flag | 0.000 | 0.000 | 0.000 | 0.002 | 0.005 | 0.003 | 0.000 | 0.002 | 0.001 | 0.003 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.004 | 0.000 | 0.004 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.002 | 0.005 | 0.000 | 0.000 | 0.004 | 0.005 | 1.000 |
| Transaction ID | User ID | Transaction Amount | Transaction Date and Time | Merchant ID | Payment Method | Country Code | Transaction Type | Device Type | IP Address | Browser Type | Operating System | Merchant Category | User Age | User Occupation | User Income | User Gender | User Account Status | Transaction Status | Location Distance | Time Taken for Transaction | Transaction Time of Day | User's Transaction History | Merchant's Reputation Score | User's Device Location | Transaction Currency | Transaction Purpose | User's Credit Score | User's Email Domain | Merchant's Business Age | Transaction Authentication Method | Fraudulent Flag | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 88987240 | 5395 | 37.76 | 2022-02-11 22:27:04 | 7314 | Direct Debit | GRE | Cashback | Smart Speaker | 157.37.179.160 | Browsh | macOS | Fitness & Nutrition | 28 | Police Officer | 58192.94 | Female | Standard | Error | 3.78 | 22.98 | Evening | 9 | 2.05 | Spain | NOK | Royalty | 513 | yahoo.co.uk | 7 | Pattern Lock | 1 |
| 1 | 42245857 | 5214 | 787.21 | 2021-08-24 20:56:18 | 4508 | Payoneer | FRA | Fine | Smart Lock | 117.13.255.141 | Firefox | openSUSE | Jewelry | 37 | Doctor | 94337.80 | Non-Binary | Free | Debit | 45.92 | 36.17 | Nighttime | 65 | 2.03 | Spain | RON | Rental Payment | 506 | protonmail.co.uk | 13 | Token | 1 |
| 2 | 56075404 | 5128 | 160.95 | 2021-07-05 05:54:22 | 2680 | Check | BRA | Rent | Smart TV | 153.107.127.180 | Otter Browser | Windows CE | Furniture | 78 | Electrician | 72862.48 | Female | Member | In Progress | 69.24 | 43.11 | Daytime | 59 | 2.04 | Qatar | IDN | Rent | 359 | cox.net | 6 | USB Security Key | 0 |
| 3 | 36114329 | 7767 | 110.53 | 2023-07-22 15:54:35 | 5719 | Discover | RUS | Donation | Vending Machine | 150.126.162.162 | Falkon | Debian | Electronics Repair | 44 | Chef | 95302.62 | Female | Member | Void | 5.26 | 7.44 | Daytime | 30 | 3.72 | United Kingdom | ARS | Insurance Premium | 533 | outlook.com | 9 | Authentication App | 1 |
| 4 | 61888315 | 7780 | 216.94 | 2023-05-23 08:19:00 | 8619 | Payoneer | MEX | Acquisition | Vending Machine | 113.171.168.73 | Tor Browser | AIX | Wedding & Bridal | 48 | Engineer | 30098.36 | Male | Inactive | Under Review | 83.18 | 43.91 | Evening | 60 | 3.60 | China | SAR | Product Purchase | 450 | aol.com | 3 | Signature Verification | 1 |
| 5 | 96912130 | 6401 | 445.78 | 2021-08-15 02:51:23 | 4169 | ACH Transfer | BEL | Payment | Gaming Console | 246.128.232.213 | Basilisk | Chrome OS | Home & Garden | 75 | Pilot | 9107.93 | Non-Binary | Suspended | Partially Declined | 55.00 | 30.76 | Daytime | 24 | 1.80 | Greece | IDN | Payout | 703 | yahoo.ca | 4 | Face ID | 1 |
| 6 | 30926313 | 5069 | 534.82 | 2022-07-29 18:12:15 | 6606 | Cash | IDN | Recharge | Drone | 20.55.183.167 | Maxthon | HarmonyOS | Subscription Services | 45 | Fashion Designer | 78788.59 | Agender | VIP | Closed | 39.80 | 8.42 | Evening | 42 | 1.18 | Switzerland | QAR | Insurance Premium | 680 | roadrunner.co.uk | 1 | Token | 0 |
| 7 | 50117711 | 1135 | 655.12 | 2022-06-15 18:08:54 | 3776 | Google Wallet | NOR | Charity | Self-Checkout Kiosk | 171.183.46.137 | NetSurf | openSUSE | Books & Literature | 31 | Plumber | 71685.33 | Agender | Unverified | Pending Payment | 60.10 | 39.43 | Evening | 57 | 3.49 | Mexico | SEK | Acquisition | 669 | yahoo.ca | 15 | QR Code | 0 |
| 8 | 66250682 | 1046 | 446.39 | 2022-04-03 09:24:17 | 7805 | Contactless Payment | FRA | Invoice | Cash Register | 62.153.176.55 | NetSurf | Windows Server | Gifts & Souvenirs | 53 | Engineer | 8378.73 | Non-Binary | Premium | Approved | 82.86 | 6.02 | Nighttime | 58 | 4.01 | Egypt | GBP | Consultation Fee | 751 | cox.co.uk | 6 | Iris Scan | 1 |
| 9 | 98918994 | 6252 | 81.42 | 2023-05-28 03:58:53 | 2857 | Money Order | IDN | Fine | Embedded System | 127.188.239.179 | NetSurf | Unix | Fitness & Nutrition | 58 | Electrician | 42684.04 | Genderqueer | Existing | Pending Payment | 46.38 | 25.32 | Nighttime | 24 | 1.72 | Saudi Arabia | GBP | Consultation Fee | 670 | tutanota.co.uk | 9 | Push Notification Confirmation | 0 |
| Transaction ID | User ID | Transaction Amount | Transaction Date and Time | Merchant ID | Payment Method | Country Code | Transaction Type | Device Type | IP Address | Browser Type | Operating System | Merchant Category | User Age | User Occupation | User Income | User Gender | User Account Status | Transaction Status | Location Distance | Time Taken for Transaction | Transaction Time of Day | User's Transaction History | Merchant's Reputation Score | User's Device Location | Transaction Currency | Transaction Purpose | User's Credit Score | User's Email Domain | Merchant's Business Age | Transaction Authentication Method | Fraudulent Flag | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 419990 | 30941768 | 8645 | 644.41 | 2023-02-04 19:22:07 | 3501 | ACH Transfer | IDN | Deposit | Smart Mirror | 215.230.15.86 | ELinks | FreeBSD | Baby & Maternity | 37 | Teacher | 14038.43 | Prefer Not to Say | Standard | Blocked | 5.56 | 51.44 | Daytime | 4 | 1.16 | Hong Kong | GBP | Utility Payment | 799 | gmail.com | 10 | Password | 0 |
| 419991 | 56824159 | 6650 | 174.99 | 2023-03-22 10:40:46 | 4438 | Credit Card | HKG | Reimbursement | Robot | 45.187.152.135 | Konqueror | Raspbian | Home Improvement | 30 | Chef | 50821.61 | Male | Pro | Processing | 12.25 | 27.94 | Daytime | 91 | 4.46 | United Arab Emirates | INR | Charity Donation | 399 | yahoo.com | 19 | Smart Card | 0 |
| 419992 | 25048960 | 1230 | 116.59 | 2023-03-05 17:21:09 | 5865 | Apple Pay | NOR | Refund | Smart Lock | 138.178.55.196 | SRWare Iron | Symbian | Education | 43 | Lawyer | 99350.35 | Male | Limited | Executed | 73.40 | 57.39 | Nighttime | 33 | 3.44 | Poland | KRW | Recharge | 536 | yahoo.co.uk | 19 | Time-Based OTP | 0 |
| 419993 | 61348868 | 9138 | 368.11 | 2021-06-22 11:54:47 | 5691 | Visa Checkout | UK | Payout | Smart Thermostat | 81.231.241.31 | Links | Windows | Clothing | 28 | Software Developer | 11793.21 | Genderqueer | Pro | Partially Approved | 18.59 | 29.15 | Nighttime | 65 | 1.50 | Germany | USD | Acquisition | 791 | cox.net | 17 | Time-Based OTP | 0 |
| 419994 | 11250542 | 8109 | 317.57 | 2023-06-06 12:37:53 | 1746 | Cryptocurrency Wallet | BRA | Investment | Home Security System | 174.169.92.249 | Links | Firefox OS | Electronics Repair | 18 | Researcher | 56120.86 | Male | Inactive | Pending Payment | 27.45 | 58.54 | Daytime | 20 | 3.83 | Spain | VND | Donation to Nonprofit | 583 | tutanota.com | 20 | Fingerprint | 1 |
| 419995 | 51003687 | 9103 | 492.88 | 2022-12-04 10:02:06 | 4541 | American Express | UAE | Gift | POS Terminal | 214.212.80.15 | Silk | Gentoo | Appliances | 29 | Teacher | 8425.57 | Female | Closed | Declined | 89.55 | 19.41 | Daytime | 55 | 2.58 | China | PHP | Service Charge | 819 | roadrunner.co.uk | 3 | Voiceprint | 1 |
| 419996 | 74575235 | 9699 | 532.07 | 2021-07-28 17:18:38 | 4137 | Credit Card | THA | Scholarship | Smart Thermostat | 228.139.123.248 | Safari | BlackBerry | Jewelry | 49 | Chemist | 53021.18 | Other | Guest | Authorized | 52.97 | 54.35 | Nighttime | 60 | 1.99 | Qatar | INR | Buyback | 838 | yandex.co.uk | 2 | Fingerprint | 0 |
| 419997 | 71933057 | 2955 | 935.02 | 2023-05-06 17:53:07 | 8414 | Discover | ISR | Rental | Laptop | 161.54.11.34 | Dooble | Android Wear | Books & Literature | 53 | Surveyor | 64137.82 | Other | Closed | Blocked | 92.84 | 49.27 | Nighttime | 68 | 1.75 | Singapore | ILS | Consultation Fee | 749 | outlook.com | 8 | Bluetooth Authentication | 1 |
| 419998 | 40644190 | 4611 | 152.32 | 2022-10-24 20:23:22 | 5639 | Prepaid Card | IDN | Dividend | Industrial Controller | 55.145.35.3 | Brave | Raspbian | Baby & Maternity | 23 | Nurse | 38042.07 | Prefer Not to Say | Free | Authorized | 28.36 | 29.00 | Evening | 86 | 3.39 | Hong Kong | TRY | Rent | 303 | rediffmail.com | 15 | Knowledge-Based Authentication | 0 |
| 419999 | 48674968 | 1114 | 293.74 | 2023-03-31 02:59:36 | 9166 | Ethereum | CHN | Service Charge | Vending Machine | 15.208.138.102 | Opera | tvOS | Toys & Games | 73 | Salesperson | 61087.89 | Other | Standard | Completed | 17.70 | 55.09 | Nighttime | 56 | 1.47 | Malaysia | NOK | Acquisition | 535 | yahoo.co.in | 6 | Behavioral Biometrics | 0 |